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71]",,,,,0,238,238,238,1802.341059837,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1802.3147492279995,1802.3148709219995,1802.314883135,1802.341059837,1802.341059837,1803.3298274929994,1803.3298274929994,1806.3407893680005,1806.3407893680005,1806.3407893680005,1806.3407893680005,1806.3135219139995,1,1,1.065114844001073,None,None,1806.314110493001,1806.3141551729996,None,1806.314262125,1806.3143182089998,None,1806.314424819001,1806.3144603640003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_90_seed_1.png,23,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,239,239,239,1806.3407893680005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1806.314835561,1806.314957943,1806.3149708320007,1806.3407893680005,1806.3407893680005,1807.3296861959998,1807.3296861959998,1810.340249498001,1810.340249498001,1810.340249498001,1810.340249498001,1810.3135522599996,1,1,0.7451907840004424,None,None,1810.3141378089995,1810.314186384,None,1810.3142937029997,1810.3143502350003,None,1810.3144589119993,1810.3144952850007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_198_seed_1.png,24,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,240,240,240,1810.340249498001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1810.3148662079993,1810.3149872139993,1810.3150000369997,1810.340249498001,1810.340249498001,1811.3296875170008,1811.3296875170008,1814.3412832759996,1814.3412832759996,1814.3412832759996,1814.3412832759996,1814.3137451699995,1,1,0.929180216999157,None,None,1814.3143330440007,1814.3143785050006,None,1814.3144855260007,1814.3145423600008,None,1814.3146506439998,1814.3146872820007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_208_seed_1.png,25,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,241,241,241,1814.3412832759996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1814.315062345001,1814.3151843740006,1814.3151967389995,1814.3412832759996,1814.3412832759996,1815.3300499030001,1815.3300499030001,1818.3400077830001,1818.3400077830001,1818.3400077830001,1818.3400077830001,1818.313859676001,1,1,1.0479711059997499,None,None,1818.314451659001,1818.3144962350007,None,1818.3146063659997,1818.3146630910005,None,1818.3147725019999,1818.314809007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_215_seed_1.png,26,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,242,242,242,1818.3400077830001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1818.3152056509998,1818.315328179001,1818.3153412729998,1818.3400077830001,1818.3400077830001,1819.3302869139998,1819.3302869139998,1822.3404338379996,1822.3404338379996,1822.3404338379996,1822.3404338379996,1822.3141018739998,1,1,1.1184920800005784,None,None,1822.3146970459993,1822.3147423239998,None,1822.3148515069997,1822.3149078180004,None,1822.3150165979996,1822.315052211,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_74_seed_1.png,27,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,243,243,243,1822.3404338379996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1822.3154314329995,1822.3155528180005,1822.3155654949996,1822.3404338379996,1822.3404338379996,1823.3303186010007,1823.3303186010007,1826.3405054139994,1826.3405054139994,1826.3405054139994,1826.3405054139994,1826.313750452001,1,1,0.8426619179990666,None,None,1826.3143300050006,1826.3143744279996,None,1826.3144801629996,1826.3145357450003,None,1826.314644952,1826.3146810370008,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_117_seed_1.png,28,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,244,244,244,1826.3405054139994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1826.3150503959996,1826.3151725500002,1826.3151850069999,1826.3405054139994,1826.3405054139994,1827.3302781539996,1827.3302781539996,1830.3443619870004,1830.3443619870004,1830.3443619870004,1830.3443619870004,1830.3143181570003,1,1,0.9226934969992726,None,None,1830.3150841939996,1830.3151290760006,None,1830.3152366349996,1830.3152923480002,None,1830.3154011390006,1830.3154366469998,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_620_seed_1.png,29,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,245,245,245,1830.3443619870004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1830.3158055409995,1830.3159278100002,1830.3159407089997,1830.3443619870004,1830.3443619870004,1831.3304494430004,1831.3304494430004,1834.3409827660007,1834.3409827660007,1834.3409827660007,1834.3409827660007,1834.3142494970007,1,1,0.7946140299991384,None,None,1834.3148273399993,1834.314872240001,None,1834.314978759,1834.315034712,None,1834.3151427380008,1834.3151778700003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_511_seed_1.png,30,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,246,246,246,1834.3409827660007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1834.3155484080007,1834.3156687479996,1834.3156817610006,1834.3409827660007,1834.3409827660007,1835.3305549660008,1835.3305549660008,1838.3307489560002,1838.3307489560002,1838.3307489560002,1838.3307489560002,1838.314249598,1,1,2.2994098819999635,None,None,1838.3148410620006,1838.3148854559995,None,1838.3149932219994,1838.3150494259999,None,1838.3151583829995,1838.3151944560004,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,31,1,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,0,248,248,248,1842.3304549630002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1842.3151670319994,1842.3152873299996,1842.3152995570008,1842.3304549630002,1842.3304549630002,1843.3306900340003,1843.3306900340003,1846.3455230280006,1846.3455230280006,1846.3455230280006,1846.3455230280006,1846.3144748500008,1,1,0.8971915809997881,None,None,1846.3150548700005,1846.3151040389994,None,1846.3152121499998,1846.3152677299995,None,1846.315375139001,1846.3154110410005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_583_seed_1.png,33,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,249,249,249,1846.3455230280006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1846.3157866350002,1846.3159084810004,1846.3159210380009,1846.3455230280006,1846.3455230280006,1847.3308715350004,1847.3308715350004,1850.342230841,1850.342230841,1850.342230841,1850.342230841,1850.3145918990003,1,1,0.5990867870004877,None,None,1850.3151821790007,1850.3152273040005,None,1850.315336869001,1850.3153930689996,None,1850.3155033169996,1850.3155396169996,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_459_seed_1.png,34,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,0,273,273,273,1942.3333293490005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1942.318035745001,1942.318157564,1942.3181704280005,1942.3333293490005,1942.3333293490005,1943.3332225420008,1943.3332225420008,1946.344596838001,1946.344596838001,1946.344596838001,1946.344596838001,1946.3169334240001,2,0,2.0707063600002584,None,None,1946.3175257329995,1946.3175734179995,None,1946.3176810390005,1946.3177365300007,None,1946.3178443379993,1946.3178800689993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_675_seed_1.png,58,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,274,274,274,1946.344596838001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1946.3182521219996,1946.318378119001,1946.318391068001,1946.344596838001,1946.344596838001,1947.3332746839997,1947.3332746839997,1950.3464285670007,1950.3464285670007,1950.3464285670007,1950.3464285670007,1950.317073714,1,1,1.1166883780006174,None,None,1950.317665783,1950.3177150580004,None,1950.3178243730008,1950.3178794179994,None,1950.3179871220009,1950.318023703,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_209_seed_1.png,59,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,275,275,275,1950.3464285670007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1950.3183983520003,1950.3185189000005,1950.3185314579996,1950.3464285670007,1950.3464285670007,1951.3333916990005,1951.3333916990005,1954.3436654940006,1954.3436654940006,1954.3436654940006,1954.3436654940006,1954.317119413,1,1,1.8614711549998901,None,None,1954.317706203,1954.3177514040008,None,1954.3178607519994,1954.3179164740004,None,1954.3180234590009,1954.3180588620007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_271_seed_1.png,60,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,276,276,276,1954.3436654940006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1954.3184319700003,1954.3185534670001,1954.3185662610003,1954.3436654940006,1954.3436654940006,1955.3335723900009,1955.3335723900009,1958.342445786001,1958.342445786001,1958.342445786001,1958.342445786001,1958.3170841220008,1,1,0.738409469000544,None,None,1958.3178536349997,1958.3178988280006,None,1958.3180060870009,1958.3180615730007,None,1958.3181699250008,1958.3182063449995,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_124_seed_1.png,61,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,277,277,277,1958.342445786001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1958.318575010001,1958.3186957400003,1958.318708957001,1958.342445786001,1958.342445786001,1959.3337169779998,1959.3337169779998,1962.344592763001,1962.344592763001,1962.344592763001,1962.344592763001,1962.317329257,1,1,0.8042490360003285,None,None,1962.3179142010003,1962.3179585709995,None,1962.318066930001,1962.3181227649993,None,1962.3182322380007,1962.3182684819994,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_233_seed_1.png,62,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,278,278,278,1962.344592763001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1962.3186406470004,1962.3187625309993,1962.3187754510009,1962.344592763001,1962.344592763001,1963.3336987320008,1963.3336987320008,1966.3384318880007,1966.3384318880007,1966.3384318880007,1966.3384318880007,1966.3174708300003,1,1,0.8992497869985527,None,None,1966.3180474030005,1966.318092816001,None,1966.318199982,1966.318255571,None,1966.318361771001,1966.318398239001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/1_78.png,63,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,279,279,279,1966.3384318880007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1966.3187644159998,1966.318886862001,1966.3188997650004,1966.3384318880007,1966.3384318880007,1967.3337956240002,1967.3337956240002,1970.3459402489998,1970.3459402489998,1970.3459402489998,1970.3459402489998,1970.3173849410005,1,1,0.8680365019990859,None,None,1970.3179707869995,1970.3180157350007,None,1970.3181235229995,1970.318179813,None,1970.3182880939994,1970.3183241300003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_94_seed_1.png,64,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,280,280,280,1970.3459402489998,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1970.3186941070007,1970.318816823,1970.3188292900004,1970.3459402489998,1970.3459402489998,1971.3339689249997,1971.3339689249997,1974.3449024430001,1974.3449024430001,1974.3449024430001,1974.3449024430001,1974.3176386580008,1,1,0.9100477190004312,None,None,1974.318223794001,1974.3182684369995,None,1974.318375363001,1974.3184316380002,None,1974.3185390530007,1974.318575143,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_426_seed_1.png,65,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,281,281,281,1974.3449024430001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1974.318944478001,1974.3190664610001,1974.31907941,1974.3449024430001,1974.3449024430001,1975.3339622760004,1975.3339622760004,1978.3481925170008,1978.3481925170008,1978.3481925170008,1978.3481925170008,1978.317789787,1,1,0.7420327010004257,None,None,1978.3183715690002,1978.3184165339999,None,1978.3185248500004,1978.3185803469996,None,1978.3186887660004,1978.3187250010005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_650_seed_1.png,66,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,282,282,282,1978.3481925170008,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1978.3190972340008,1978.319218734,1978.3192313049994,1978.3481925170008,1978.3481925170008,1979.334125059001,1979.334125059001,1982.339564414001,1982.339564414001,1982.339564414001,1982.339564414001,1982.3178290299993,1,1,1.1637749340006849,None,None,1982.3184110600005,1982.3184554080008,None,1982.3185629280006,1982.3186182910003,None,1982.318725817001,1982.3187618349993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/18_22.png,67,0,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,283,283,283,1982.339564414001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1982.3191302620007,1982.319252028,1982.319264928,1982.339564414001,1982.339564414001,1983.3341587549994,1983.3341587549994,1986.334435066,1986.334435066,1986.334435066,1986.334435066,1986.3180627659995,1,1,1.1186429019999196,None,None,1986.3186428929994,1986.3186878740007,None,1986.3187950670008,1986.3188515690008,None,1986.3189592600002,1986.3189955280004,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,68,1,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,284,284,284,1986.334435066,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1986.319362696001,1986.3194838949994,1986.3194967989994,,,,,,,,,1986.3219193249997,None,0,,,None,1986.3223104580002,1990.3177239259994,None,1990.3179356800001,1990.317996099001,None,1990.318121786001,1990.318159345,None,,,1986.334435066,1986.334435066,1990.334382139,1990.334382139,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,69,1,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,285,285,285,1990.334382139,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1990.318544846,1990.318666686001,1990.3186793489995,,,,,,,,,1990.321041571001,None,0,,,None,1990.3214076590002,1994.318141955001,None,1994.3183514670009,1994.318410547,None,1994.3185360439993,1994.318574078,None,,,1990.334382139,1990.334382139,1994.334468559001,1994.334468559001,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,70,1,0,0,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,286,286,286,1994.334468559001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1994.3189608879993,1994.3190835119995,1994.3190960149996,,,,,,,,,1994.321798641001,None,0,,,None,1994.3222732170007,1998.3181374170008,None,1998.3183492130001,1998.318408911001,None,1998.318534518,1998.318572022,None,,,1994.334468559001,1994.334468559001,1998.3345425119996,1998.3345425119996,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,71,1,0,1,3,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,0,287,287,287,1998.3345425119996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1998.3189612350006,1998.3190848929999,1998.3190974500003,,,,,,,,,1998.3218479649995,None,0,,,None,1998.3223192409996,2002.318214154001,None,2002.3184235529998,2011.6019808329993,1,2011.6023980889995,2031.002205885,equal,,,1998.3345425119996,1998.3345425119996,2002.3343853239994,2002.3343853239994,2002.3343853239994,2002.3343853239994,9.25244620200101,None,2011.618318109001,2011.618318109001,19.38263867800015,None,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_187_seed_1.png,0,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,288,288,288,2031.0296595270001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2031.0026897409998,2031.0027733380002,2031.0027824439994,2031.0296595270001,2031.0296595270001,2032.0187660029997,2032.0187660029997,2035.0300840499995,2035.0300840499995,2035.0300840499995,2035.0300840499995,2035.0023598020007,1,1,0.6722054109995952,None,None,2035.0029374779997,2035.0029831769998,None,2035.003089248,2035.003146297001,None,2035.0032529030004,2035.0032897249994,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_370_seed_1.png,1,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,289,289,289,2035.0300840499995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2035.0036580280002,2035.0037776069994,2035.003790758,2035.0300840499995,2035.0300840499995,2036.0187018370007,2036.0187018370007,2039.0293606309997,2039.0293606309997,2039.0293606309997,2039.0293606309997,2039.0024306910009,1,1,0.7551578210004664,None,None,2039.0030166789993,2039.0030620219995,None,2039.003170936,2039.003226105001,None,2039.0033331330005,2039.0033682099993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_700_seed_1.png,2,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,290,290,290,2039.0293606309997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2039.0037403729993,2039.003861272001,2039.0038740480004,2039.0293606309997,2039.0293606309997,2040.0189890869997,2040.0189890869997,2043.0278304850008,2043.0278304850008,2043.0278304850008,2043.0278304850008,2043.0023828010007,1,1,1.1430075400003261,None,None,2043.002788371,2043.0028203350003,None,2043.002897149,2043.0029359219998,None,2043.0030085839999,2043.0030344979996,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_515_seed_1.png,3,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,291,291,291,2043.0278304850008,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2043.003296965001,2043.003384564,2043.003394018001,2043.0278304850008,2043.0278304850008,2044.0190018349995,2044.0190018349995,2047.0274174369997,2047.0274174369997,2047.0274174369997,2047.0274174369997,2047.0027439020005,1,1,0.7739823210013128,None,None,2047.0033269130008,2047.0033711130009,None,2047.0034782789999,2047.0035346449995,None,2047.0036426199995,2047.0036792620003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_665_seed_1.png,4,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,292,292,292,2047.0274174369997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2047.0040475649994,2047.0041694260008,2047.0041821229997,2047.0274174369997,2047.0274174369997,2048.019137352,2048.019137352,2051.0301231059993,2051.0301231059993,2051.0301231059993,2051.0301231059993,2051.002808524,1,1,0.6787434210000356,None,None,2051.0033952410004,2051.0034397480003,None,2051.003547405001,2051.0036037090003,None,2051.003711937,2051.0037486030005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_716_seed_1.png,5,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,293,293,293,2051.0301231059993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2051.0041213699997,2051.0042423940004,2051.0042551510005,2051.0301231059993,2051.0301231059993,2052.019255696,2052.019255696,2055.024947848001,2055.024947848001,2055.024947848001,2055.024947848001,2055.002750648001,1,1,0.7767470979997597,None,None,2055.003157708,2055.0031903219997,None,2055.003269856,2055.003310624,None,2055.003387529,2055.0034121010003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_313_seed_1.png,6,0,1,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,294,294,294,2055.024947848001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2055.0036743169994,2055.0037588509995,2055.0037696629997,2055.024947848001,2055.024947848001,2056.019344618001,2056.019344618001,2059.0301712989994,2059.0301712989994,2059.0301712989994,2059.0301712989994,2059.003030846,2,1,0.8964916759996413,None,None,2059.0036178519995,2059.003667215001,None,2059.0037764969993,2059.003832499001,None,2059.003941629001,2059.0039778990003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_78_seed_1.png,7,0,0,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,354,354,354,2295.0607033709994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2295.043429753,2295.043552268001,2295.0435654090006,2295.0607033709994,2295.0607033709994,2296.058498032001,2296.058498032001,2299.0651591449996,2299.0651591449996,2299.0651591449996,2299.0651591449996,2299.0422648060003,1,1,0.8904832489988621,None,None,2299.0428526040005,2299.0428969899995,None,2299.043004626,2299.043060565001,None,2299.043167383,2299.0432028719997,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_669_seed_1.png,67,0,1,0,4,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,452,452,452,2788.742595965,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2788.7214126940007,2788.7215349379994,2788.721548001001,2788.742595965,2788.742595965,2789.7338125760007,2789.7338125760007,2792.7342181150007,2792.7342181150007,2792.7342181150007,2792.7342181150007,2792.7202121670007,1,1,1.1182204100005038,None,None,2792.720801755001,2792.7208474419995,None,2792.720956354001,2792.721012207,None,2792.721121349,2792.7211572780006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/13_89.png,21,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,454,454,454,2796.7378500229997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2796.719748138,2796.7198696349997,2796.719882456001,2796.7378500229997,2796.7378500229997,2797.734789018,2797.734789018,2800.7437348699996,2800.7437348699996,2800.7437348699996,2800.7437348699996,2800.720276485,1,0,1.2752163969998946,None,None,2800.7208630060004,2800.7209084230008,None,2800.7210165709994,2800.721072057001,None,2800.7211802699994,2800.7212162259993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_388_seed_1.png,23,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,455,455,455,2800.7437348699996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2800.721587373001,2800.721707693,2800.721720435001,2800.7437348699996,2800.7437348699996,2801.7348362109997,2801.7348362109997,2804.7446820609994,2804.7446820609994,2804.7446820609994,2804.7446820609994,2804.720831992,1,1,0.8171235770005296,None,None,2804.7214176509997,2804.7214625690003,None,2804.721570562001,2804.7216263540004,None,2804.7217343460006,2804.7217703819997,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_325_seed_1.png,24,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,456,456,456,2804.7446820609994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2804.722172285,2804.7223449460007,2804.722358512,2804.7446820609994,2804.7446820609994,2805.7350807129997,2805.7350807129997,2808.7414761890004,2808.7414761890004,2808.7414761890004,2808.7414761890004,2808.7187667440003,1,1,0.7718935459997738,None,None,2808.7193545140008,2808.7193996960004,None,2808.7195095220004,2808.7195659599993,None,2808.7196747360003,2808.719711011,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_722_seed_1.png,25,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,457,457,457,2808.7414761890004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2808.720084953001,2808.7202071519996,2808.720220063001,2808.7414761890004,2808.7414761890004,2809.7351106779997,2809.7351106779997,2812.7389288370005,2812.7389288370005,2812.7389288370005,2812.7389288370005,2812.720433898,1,1,0.9248983550005505,None,None,2812.7210208839997,2812.721065349001,None,2812.721174014,2812.721230817001,None,2812.721339506,2812.721376249,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_459_seed_1.png,26,0,1,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,458,458,458,2812.7389288370005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2812.721749481,2812.7218709220006,2812.7218835409994,2812.7389288370005,2812.7389288370005,2813.7351866359995,2813.7351866359995,2816.7422688119996,2816.7422688119996,2816.7422688119996,2816.7422688119996,2816.7206943770007,2,1,1.4408213269998669,None,None,2816.7212823140007,2816.7213268959995,None,2816.7214339329994,2816.7214906689996,None,2816.7215996019995,2816.7216361500004,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_378_seed_1.png,27,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,459,459,459,2816.7422688119996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2816.7220791219997,2816.7222103159993,2816.7222215369993,2816.7422688119996,2816.7422688119996,2817.7352860109995,2817.7352860109995,2820.744279335001,2820.744279335001,2820.744279335001,2820.744279335001,2820.7190946719993,1,1,0.7775857689994154,None,None,2820.7196823210006,2820.7197273520005,None,2820.7198361359997,2820.719892039001,None,2820.720000509001,2820.7200369850007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_89_seed_1.png,28,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,460,460,460,2820.744279335001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2820.7204123170004,2820.7205334359996,2820.720546026,2820.744279335001,2820.744279335001,2821.7353255869994,2821.7353255869994,2824.7355487699997,2824.7355487699997,2824.7355487699997,2824.7355487699997,2824.719206439001,1,1,1.0995018269986758,None,None,2824.7197971649994,2824.71984307,None,2824.719951368,2824.7200080600005,None,2824.7201159749993,2824.7201523470003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,29,1,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,461,461,461,2824.7355487699997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2824.7205244799998,2824.7206459910003,2824.7206586429993,,,,,,,,,2824.7239501190006,None,0,,,None,2824.7242655969994,2828.720953524001,None,2828.721164380001,2828.7212237819995,None,2828.7213510659994,2828.7213888920005,None,,,2824.7355487699997,2824.7355487699997,2828.742112768,2828.742112768,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_2_seed_1.png,30,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,462,462,462,2828.742112768,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2828.7217802040004,2828.721905325,2828.7219178959995,2828.742112768,2828.742112768,2829.7374376649996,2829.7374376649996,2832.7428754500006,2832.7428754500006,2832.7428754500006,2832.7428754500006,2832.7194041970006,2,0,1.6144126109993522,None,None,2832.7199959300006,2832.720041861,None,2832.720150657001,2832.7202068720007,None,2832.7203158620005,2832.720352513,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_364_seed_1.png,31,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,463,463,463,2832.7428754500006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2832.720727385001,2832.7208479659994,2832.720860794,2832.7428754500006,2832.7428754500006,2833.7357576450004,2833.7357576450004,2836.7398925360003,2836.7398925360003,2836.7398925360003,2836.7398925360003,2836.7194864799994,1,1,0.7592542880011024,None,None,2836.720077248,2836.7201224949995,None,2836.7202313730004,2836.720288083,None,2836.7203973999995,2836.7204342640007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_730_seed_1.png,32,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,464,464,464,2836.7398925360003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2836.7208078070007,2836.7209294600007,2836.7209422900005,2836.7398925360003,2836.7398925360003,2837.735863588,2837.735863588,2840.741018877,2840.741018877,2840.741018877,2840.741018877,2840.7195330229997,1,1,0.7480067769993184,None,None,2840.7201207040007,2840.7201667159998,None,2840.7202745629993,2840.7203310180003,None,2840.7204396019997,2840.7204754229997,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_663_seed_1.png,33,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,465,465,465,2840.741018877,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2840.720852128,2840.720972884,2840.7209852749993,2840.741018877,2840.741018877,2841.735950472,2841.735950472,2844.7420219879996,2844.7420219879996,2844.7420219879996,2844.7420219879996,2844.71955719,1,1,1.300002111998765,None,None,2844.7201450830007,2844.720189371,None,2844.720298278001,2844.720354833001,None,2844.720464039,2844.720500169001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_33_seed_1.png,34,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,466,466,466,2844.7420219879996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2844.7208758730003,2844.7209968859997,2844.721010028,2844.7420219879996,2844.7420219879996,2845.736089563,2845.736089563,2848.7447980509996,2848.7447980509996,2848.7447980509996,2848.7447980509996,2848.721971371001,1,1,2.403728465000313,None,None,2848.722552872,2848.722596853001,None,2848.7227039029995,2848.7227582839996,None,2848.7228662000007,2848.722901708,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_42_seed_1.png,35,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,467,467,467,2848.7447980509996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2848.723274019,2848.7233943670008,2848.723406946,2848.7447980509996,2848.7447980509996,2849.737925382001,2849.737925382001,2852.741862686001,2852.741862686001,2852.741862686001,2852.741862686001,2852.7214225809994,1,1,1.3580845650012634,None,None,2852.7218542750006,2852.7218968379993,None,2852.721995035,2852.7220405470007,None,2852.722121869,2852.7221467749996,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_288_seed_1.png,36,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,468,468,468,2852.741862686001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2852.7224138379997,2852.7225076780005,2852.7225163819994,2852.741862686001,2852.741862686001,2853.738004203001,2853.738004203001,2856.743840260001,2856.743840260001,2856.743840260001,2856.743840260001,2856.719886729,1,1,0.7688286039992818,None,None,2856.7204735019995,2856.720518137,None,2856.7206263279995,2856.720682170001,None,2856.7207893410005,2856.720824958001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_305_seed_1.png,37,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,469,469,469,2856.743840260001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2856.7211972630002,2856.7213196149996,2856.7213320090004,2856.743840260001,2856.743840260001,2857.7380967609997,2857.7380967609997,2860.7393392469994,2860.7393392469994,2860.7393392469994,2860.7393392469994,2860.720117729,1,1,1.701733370000511,None,None,2860.7207043040007,2860.720748959001,None,2860.720857587,2860.720914224,None,2860.721023491001,2860.7210596569994,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_118_seed_1.png,38,0,1,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,470,470,470,2860.7393392469994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2860.721434809001,2860.7215560329996,2860.721568467,2860.7393392469994,2860.7393392469994,2861.7364654500007,2861.7364654500007,2864.7361280239993,2864.7361280239993,2864.7361280239993,2864.7361280239993,2864.721712304,2,1,1.8033649569988484,None,None,2864.722177048,2864.722212216001,None,2864.722289732,2864.7223279559994,None,2864.7224160670003,2864.7224409870005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,39,1,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,471,471,471,2864.7361280239993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2864.7227009690005,2864.7227893240006,2864.7227984419997,,,,,,,,,2864.7252920500005,None,0,,,None,2864.7255200200007,2868.720326093001,None,2868.720536887001,2868.7205958219993,None,2868.720723175001,2868.720760968,None,,,2864.7361280239993,2864.7361280239993,2868.7433091520006,2868.7433091520006,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_472_seed_1.png,40,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,472,472,472,2868.7433091520006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2868.721149207001,2868.7212710329995,2868.721283914,2868.7433091520006,2868.7433091520006,2869.736607969001,2869.736607969001,2872.7448582490006,2872.7448582490006,2872.7448582490006,2872.7448582490006,2872.7221072849998,1,1,1.1593987069991272,None,None,2872.7226974039995,2872.722743792,None,2872.7228523450003,2872.722908568,None,2872.7230166100007,2872.7230526920002,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_460_seed_1.png,41,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,473,473,473,2872.7448582490006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2872.7234242429995,2872.723546495,2872.7235591689996,2872.7448582490006,2872.7448582490006,2873.7367631000006,2873.7367631000006,2876.736658424,2876.736658424,2876.736658424,2876.736658424,2876.7220136389997,1,1,1.6382334270001593,None,None,2876.7224195139997,2876.7224515650005,None,2876.72252724,2876.722568946,None,2876.722645500001,2876.722669572001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/10_56.png,42,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,474,474,474,2876.736658424,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2876.722928088001,2876.7230142319995,2876.723022878,2876.736658424,2876.736658424,2877.73646988,2877.73646988,2880.7409514519995,2880.7409514519995,2880.7409514519995,2880.7409514519995,2880.7221669,1,1,1.0955445820000023,None,None,2880.7227608099993,2880.7228060789994,None,2880.7229156019994,2880.722970733,None,2880.723080144001,2880.7231169279994,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_648_seed_1.png,43,0,1,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,475,475,475,2880.7409514519995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2880.723494633,2880.723616929,2880.7236296870005,2880.7409514519995,2880.7409514519995,2881.7369258160006,2881.7369258160006,2884.744049094,2884.744049094,2884.744049094,2884.744049094,2884.7222867459996,1,0,0.8550551549997181,None,None,2884.7228893580004,2884.72293456,None,2884.723044968,2884.723101412,None,2884.723209959001,2884.7232461840003,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_622_seed_1.png,44,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,476,476,476,2884.744049094,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2884.723622011,2884.7237457380006,2884.723758811001,2884.744049094,2884.744049094,2885.737102608001,2885.737102608001,2888.7415632420007,2888.7415632420007,2888.7415632420007,2888.7415632420007,2888.7226432840007,1,1,1.124903390000327,None,None,2888.7230560399994,2888.7230905450006,None,2888.723168808,2888.723207932001,None,2888.7232814709996,2888.7233058909997,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_32_seed_1.png,45,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,477,477,477,2888.7415632420007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2888.723569701001,2888.7236542260007,2888.723663076001,2888.7415632420007,2888.7415632420007,2889.7389061080003,2889.7389061080003,2892.7452576339992,2892.7452576339992,2892.7452576339992,2892.7452576339992,2892.7234612389993,1,1,1.362046382000699,None,None,2892.724057679,2892.7241031700005,None,2892.724213761,2892.7242706160005,None,2892.7243797540004,2892.7244161669996,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_653_seed_1.png,46,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,478,478,478,2892.7452576339992,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2892.724793003,2892.724916096001,2892.724929180001,2892.7452576339992,2892.7452576339992,2893.7387919290004,2893.7387919290004,2896.743369408,2896.743369408,2896.743369408,2896.743369408,2896.720928119,1,1,2.4180408590000297,None,None,2896.7215133229993,2896.721558182001,None,2896.7216664079997,2896.7217220720004,None,2896.721829944,2896.7218652420006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_257_seed_1.png,47,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,479,479,479,2896.743369408,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2896.7222373819995,2896.722359894001,2896.722372667001,2896.743369408,2896.743369408,2897.7390825390003,2897.7390825390003,2900.7433428060003,2900.7433428060003,2900.7433428060003,2900.7433428060003,2900.722372894,1,1,1.199806461998378,None,None,2900.722776537,2900.722808335001,None,2900.7228836000004,2900.7229214570007,None,2900.722993495,2900.72302122,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_167_seed_1.png,48,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,480,480,480,2900.7433428060003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2900.7232737490003,2900.7233594790005,2900.7233682649994,2900.7433428060003,2900.7433428060003,2901.737326501,2901.737326501,2904.7375928089996,2904.7375928089996,2904.7375928089996,2904.7375928089996,2904.7236375229995,1,1,0.9956775740010926,None,None,2904.7242267499996,2904.7242714819995,None,2904.724378398,2904.7244340299994,None,2904.724542236,2904.7245787830007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,49,1,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,481,481,481,2904.7375928089996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2904.7249497950006,2904.7250723299994,2904.725084875,,,,,,,,,2904.7285832860007,None,0,,,None,2904.7288965100006,2908.7212364769994,None,2908.721449226,2908.721510581,None,2908.7216384920002,2908.721676342001,None,,,2904.7375928089996,2904.7375928089996,2908.7371785299993,2908.7371785299993,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/21_33.png,50,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,482,482,482,2908.7371785299993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2908.722068084001,2908.7221911040006,2908.722203806,2908.7371785299993,2908.7371785299993,2909.7393541270003,2909.7393541270003,2912.7431717240006,2912.7431717240006,2912.7431717240006,2912.7431717240006,2912.7225109269993,1,1,0.8506148390006274,None,None,2912.7229206399998,2912.722953579,None,2912.7230294730007,2912.723071071,None,2912.723148684,2912.723173102001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_202_seed_1.png,51,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,483,483,483,2912.7431717240006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2912.7234275359997,2912.7235099220006,2912.7235185170002,2912.7431717240006,2912.7431717240006,2913.7376973519995,2913.7376973519995,2916.746578491001,2916.746578491001,2916.746578491001,2916.746578491001,2916.7231274569995,1,1,0.9773097300003428,None,None,2916.723713753,2916.7237599640002,None,2916.7238706060007,2916.723926021,None,2916.724034156,2916.724069961,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_463_seed_1.png,52,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,484,484,484,2916.746578491001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2916.7244393209994,2916.7245629380004,2916.724575794001,2916.746578491001,2916.746578491001,2917.7373380359995,2917.7373380359995,2920.7483757769996,2920.7483757769996,2920.7483757769996,2920.7483757769996,2920.723135997,1,1,0.6756743760015524,None,None,2920.7237267110004,2920.723771717,None,2920.723880208,2920.723935846,None,2920.724044992,2920.7240812339996,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_261_seed_1.png,53,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,485,485,485,2920.7483757769996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2920.7244581019995,2920.7245785290006,2920.7245910810007,2920.7483757769996,2920.7483757769996,2921.7399098840006,2921.7399098840006,2924.7425428859997,2924.7425428859997,2924.7425428859997,2924.7425428859997,2924.722724585,1,1,0.9799581999996008,None,None,2924.7231228659994,2924.723154376,None,2924.7232304149993,2924.7232682530002,None,2924.7233403889995,2924.723370236,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_676_seed_1.png,54,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,486,486,486,2924.7425428859997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2924.7236263429995,2924.723707944001,2924.7237162209994,2924.7425428859997,2924.7425428859997,2925.737993824,2925.737993824,2928.7473604800007,2928.7473604800007,2928.7473604800007,2928.7473604800007,2928.724168654001,1,1,0.8368825190009375,None,None,2928.724753361,2928.7247973229996,None,2928.724904326001,2928.724960703,None,2928.725069014,2928.72510506,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_340_seed_1.png,55,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,487,487,487,2928.7473604800007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2928.725478716001,2928.725600736,2928.7256133580004,2928.7473604800007,2928.7473604800007,2929.7381267299997,2929.7381267299997,2932.744969388,2932.744969388,2932.744969388,2932.744969388,2932.721928674001,1,1,0.9778677399990556,None,None,2932.72251712,2932.722563509001,None,2932.722671458,2932.7227279949993,None,2932.7228372729996,2932.7228729869994,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_55_seed_1.png,56,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,488,488,488,2932.744969388,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2932.7232462929996,2932.723368266,2932.7233810240004,2932.744969388,2932.744969388,2933.740345002,2933.740345002,2936.743625772001,2936.743625772001,2936.743625772001,2936.743625772001,2936.7235854630007,1,1,1.741660661999049,None,None,2936.7239753589993,2936.7240045459994,None,2936.7240758039998,2936.7241129820004,None,2936.724183984,2936.7242068299993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_96_seed_1.png,57,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,489,489,489,2936.743625772001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2936.7244516599994,2936.7245321849996,2936.7245405330004,2936.743625772001,2936.743625772001,2937.7400800330006,2937.7400800330006,2940.744095391,2940.744095391,2940.744095391,2940.744095391,2940.7220641939994,1,1,1.1997327389999555,None,None,2940.7226556779997,2940.722700589001,None,2940.7228090689996,2940.722865736,None,2940.7229754209993,2940.7230115150005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_165_seed_1.png,58,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,490,490,490,2940.744095391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2940.723397799001,2940.7235190330002,2940.723531625,2940.744095391,2940.744095391,2941.7401567099996,2941.7401567099996,2944.7385616910005,2944.7385616910005,2944.7385616910005,2944.7385616910005,2944.723740597,1,1,0.802676507999422,None,None,2944.7243315530004,2944.724376845,None,2944.724484894,2944.724540952001,None,2944.7246499229996,2944.7246862879992,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,59,1,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,491,491,491,2944.7385616910005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2944.7250601410005,2944.7251825430003,2944.725195663,,,,,,,,,2944.7285717099994,None,0,,,None,2944.7288891119997,2948.7232467860003,None,2948.7234012050003,2948.723442148,None,2948.7235255620008,2948.723549896001,None,,,2944.7385616910005,2944.7385616910005,2948.740751554001,2948.740751554001,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_240_seed_1.png,60,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,492,492,492,2948.740751554001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2948.723805922001,2948.7238868409995,2948.7238952939997,2948.740751554001,2948.740751554001,2949.7386820420006,2949.7386820420006,2952.7473854560003,2952.7473854560003,2952.7473854560003,2952.7473854560003,2952.725082729,1,1,0.7253232619987102,None,None,2952.7256707259994,2952.7257165399997,None,2952.7258244199993,2952.7258800930003,None,2952.7259885190006,2952.7260245049993,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_457_seed_1.png,61,0,0,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,493,493,493,2952.7473854560003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2952.726397515001,2952.7265188720003,2952.7265313979997,2952.7473854560003,2952.7473854560003,2953.7387872129993,2953.7387872129993,2956.742172282001,2956.742172282001,2956.742172282001,2956.742172282001,2956.7241056400007,1,1,1.6540423759997793,None,None,2956.7246946179994,2956.724740048,None,2956.7248495619997,2956.724904953001,None,2956.725013579001,2956.725049611,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_109_seed_1.png,62,0,1,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,494,494,494,2956.742172282001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2956.7254227460007,2956.7255435380002,2956.725556204,2956.742172282001,2956.742172282001,2957.7408822549996,2957.7408822549996,2960.7405014290007,2960.7405014290007,2960.7405014290007,2960.7405014290007,2960.7234406100006,1,0,0.9200776039997436,None,None,2960.723825594,2960.7238550440006,None,2960.7239253390007,2960.723962633,None,2960.724032790001,2960.724055812,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_231_seed_1.png,63,0,1,0,6,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,511,511,511,3067.158230850001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3067.1431806770006,3067.143302063,3067.1433148099995,3067.158230850001,3067.158230850001,3068.1582055629997,3068.1582055629997,3071.1628469750003,3071.1628469750003,3071.1628469750003,3071.1628469750003,3071.1417193330008,1,1,1.3787470830011443,None,None,3071.1423130430003,3071.1423587769996,None,3071.1424682730003,3071.142523986001,None,3071.142632639,3071.1426690470007,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_80_seed_1.png,8,0,0,0,7,"[13, 24, 36, 46, 56, 68, 69, 70, 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71]",,,,,0,609,609,609,3503.961647043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3503.9390709560003,3503.9391921199995,3503.939204833,3503.961647043,3503.961647043,3504.952543061,3504.952543061,3507.955831071001,3507.955831071001,3507.955831071001,3507.955831071001,3507.937887887,1,1,1.3334106239999528,None,None,3507.9384744610006,3507.938519388,None,3507.938627435001,3507.9386832690006,None,3507.938791474001,3507.93882735,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_406_seed_1.png,34,0,1,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,610,610,610,3507.955831071001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3507.9392029279998,3507.9393239049996,3507.9393367170005,3507.955831071001,3507.955831071001,3508.954239013,3508.954239013,3511.956355032001,3511.956355032001,3511.956355032001,3511.956355032001,3511.9362921300008,2,1,1.1337424680004915,None,None,3511.9368762059994,3511.936921169,None,3511.9370293149996,3511.9370842529997,None,3511.937193154,3511.9372290050005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_144_seed_1.png,35,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,611,611,611,3511.956355032001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3511.937599754,3511.9377217249994,3511.9377343379992,3511.956355032001,3511.956355032001,3512.9527185119996,3512.9527185119996,3515.95772716,3515.95772716,3515.95772716,3515.95772716,3515.938161747,2,0,2.7272859730001073,None,None,3515.9387491549996,3515.93879372,None,3515.9389012340007,3515.9389571300007,None,3515.939065359001,3515.9391017980006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_505_seed_1.png,36,0,1,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,612,612,612,3515.95772716,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3515.939472285,3515.939594677001,3515.9396073729995,3515.95772716,3515.95772716,3516.9527958530007,3516.9527958530007,3519.958746843001,3519.958746843001,3519.958746843001,3519.958746843001,3519.9382129760006,2,1,1.1582149710011436,None,None,3519.9388057299993,3519.9388501799995,None,3519.9389581589994,3519.9390138530007,None,3519.93912258,3519.939158237,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_547_seed_1.png,37,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,613,613,613,3519.958746843001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3519.9395337649994,3519.939654576,3519.939667414,3519.958746843001,3519.958746843001,3520.9528619919993,3520.9528619919993,3523.961169784,3523.961169784,3523.961169784,3523.961169784,3523.9390700329996,1,1,0.8639536619994033,None,None,3523.939671792,3523.9397175639997,None,3523.9398263039993,3523.9398826700008,None,3523.9399931119997,3523.940029452001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_601_seed_1.png,38,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,614,614,614,3523.961169784,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3523.940408513,3523.9405316469993,3523.940544459,3523.961169784,3523.961169784,3524.952991886,3524.952991886,3527.9520594670003,3527.9520594670003,3527.9520594670003,3527.9520594670003,3527.9385107459993,1,1,0.9839716309998039,None,None,3527.9391023920007,3527.9391467670002,None,3527.939256566001,3527.939312521,None,3527.9394219390006,3527.9394581820006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,39,1,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,615,615,615,3527.9520594670003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3527.939835354001,3527.939956055,3527.9399688410003,,,,,,,,,3527.9428772639994,None,0,,,None,3527.9431098039995,3531.9384597359995,None,3531.938672802001,3531.9387327289996,None,3531.9388604740006,3531.9388975289994,None,,,3527.9520594670003,3527.9520594670003,3531.962058004,3531.962058004,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_351_seed_1.png,40,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,616,616,616,3531.962058004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3531.9392878909994,3531.9394099989995,3531.9394225730002,3531.962058004,3531.962058004,3532.95315889,3532.95315889,3535.9576557909995,3535.9576557909995,3535.9576557909995,3535.9576557909995,3535.9394618310007,1,1,1.4326884239999345,None,None,3535.9400579679996,3535.940104409,None,3535.940215261001,3535.940272160001,None,3535.940382197,3535.940418653,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_11_seed_1.png,41,0,1,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,617,617,617,3535.9576557909995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3535.9407963910007,3535.940919236001,3535.9409323610007,3535.9576557909995,3535.9576557909995,3536.9534308930006,3536.9534308930006,3539.9628472150007,3539.9628472150007,3539.9628472150007,3539.9628472150007,3539.938782231001,2,1,1.5794382959993527,None,None,3539.9393694229993,3539.9394144770004,None,3539.939522740001,3539.9395778850003,None,3539.939686611001,3539.939722706001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_560_seed_1.png,42,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,618,618,618,3539.9628472150007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3539.940096722,3539.94021876,3539.940231455,3539.9628472150007,3539.9628472150007,3540.953394352001,3540.953394352001,3543.960346952,3543.960346952,3543.960346952,3543.960346952,3543.939578277,1,1,1.2673956019989419,None,None,3543.9401644189993,3543.9402095220003,None,3543.940317294001,3543.9403732889996,None,3543.940481824001,3543.9405179979995,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_496_seed_1.png,43,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,619,619,619,3543.960346952,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3543.94089178,3543.9410153069994,3543.9410281619994,3543.960346952,3543.960346952,3544.955077607,3544.955077607,3547.9597670480007,3547.9597670480007,3547.9597670480007,3547.9597670480007,3547.938720135001,2,0,2.5977980850002496,None,None,3547.939305115001,3547.9393495760005,None,3547.9394578300007,3547.9395135740006,None,3547.9396216449995,3547.939657537,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_157_seed_1.png,44,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,620,620,620,3547.9597670480007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3547.9400300419993,3547.9401522029993,3547.9401647589993,3547.9597670480007,3547.9597670480007,3548.953428263,3548.953428263,3551.958789368001,3551.958789368001,3551.958789368001,3551.958789368001,3551.9391100130006,1,1,0.9095683899995493,None,None,3551.9396952510006,3551.939740559,None,3551.9398488920006,3551.939905047001,None,3551.940013415001,3551.9400494810006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_666_seed_1.png,45,0,1,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,621,621,621,3551.958789368001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3551.9404239219994,3551.940545906001,3551.94055864,3551.958789368001,3551.958789368001,3552.9536382760007,3552.9536382760007,3555.9608232420005,3555.9608232420005,3555.9608232420005,3555.9608232420005,3555.9390933879995,2,1,1.0991874179999286,None,None,3555.9396825619997,3555.939727045,None,3555.939836793,3555.9398926719996,None,3555.9400006490005,3555.9400367980006,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_52_seed_1.png,46,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,622,622,622,3555.9608232420005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3555.9404109790003,3555.940533176,3555.94054579,3555.9608232420005,3555.9608232420005,3556.9537688299997,3556.9537688299997,3559.9628474190004,3559.9628474190004,3559.9628474190004,3559.9628474190004,3559.9397286089998,1,1,0.8052318710015243,None,None,3559.940309476001,3559.9403536420004,None,3559.940460862,3559.940516969001,None,3559.940624502001,3559.940660186,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_444_seed_1.png,47,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,623,623,623,3559.9628474190004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3559.941031585001,3559.9411521829998,3559.9411652909994,3559.9628474190004,3559.9628474190004,3560.953848702001,3560.953848702001,3563.9610059489996,3563.9610059489996,3563.9610059489996,3563.9610059489996,3563.9392900810008,1,1,2.450017746999947,None,None,3563.9398689189993,3563.9399124559995,None,3563.940018991,3563.9400755340002,None,3563.9401827409993,3563.940218461,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_185_seed_1.png,48,0,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,624,624,624,3563.9610059489996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3563.9405901269993,3563.9407102659998,3563.9407223480002,3563.9610059489996,3563.9610059489996,3564.953972245,3564.953972245,3567.954036133001,3567.954036133001,3567.954036133001,3567.954036133001,3567.9376829479997,1,1,1.0629232699993736,None,None,3567.9382681649995,3567.938313218,None,3567.9384209419995,3567.938477658,None,3567.938585762001,3567.938622375,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,49,1,0,0,8,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,814,814,814,4464.438750253,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4464.413693484,4464.413814799001,4464.413827740999,4464.438750253,4464.438750253,4465.42882308,4465.42882308,4468.438920314999,4468.438920314999,4468.438920314999,4468.438920314999,4468.412438961,1,1,1.8191515210000944,None,None,4468.413024185999,4468.413069261001,None,4468.413178299,4468.413233632999,None,4468.413341098,4468.413377080001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_452_seed_1.png,23,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,0,815,815,815,4468.438920314999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4468.413750179,4468.413871271,4468.413884236,4468.438920314999,4468.438920314999,4469.428192468001,4469.428192468001,4472.437985562,4472.437985562,4472.437985562,4472.437985562,4472.411745521001,1,1,1.0817778050004563,None,None,4472.4122183829995,4472.412255642,None,4472.412343598001,4472.41238968,None,4472.412477205001,4472.41250634,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_719_seed_1.png,24,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,0,816,816,816,4472.437985562,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4472.4128099889995,4472.4129072139995,4472.412917544,4472.437985562,4472.437985562,4473.428938211001,4473.428938211001,4476.439936760999,4476.439936760999,4476.439936760999,4476.439936760999,4476.412679420001,1,1,0.8949148789997707,None,None,4476.413265541,4476.413310718,None,4476.413419377,4476.413475525001,None,4476.413584931,4476.413621496999,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_385_seed_1.png,25,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,818,818,818,4480.439143459001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4480.413991564,4480.414112537,4480.4141251169995,4480.439143459001,4480.439143459001,4481.428374505999,4481.428374505999,4484.437866837,4484.437866837,4484.437866837,4484.437866837,4484.412067291,1,1,1.1325700289999077,None,None,4484.412543754,4484.412579623001,None,4484.412666154,4484.412712961,None,4484.4128007869995,4484.412830196,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_574_seed_1.png,27,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,0,819,819,819,4484.437866837,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4484.413131773,4484.413230450999,4484.413240719,4484.437866837,4484.437866837,4485.429160774001,4485.429160774001,4488.434348329,4488.434348329,4488.434348329,4488.434348329,4488.413198268,1,1,0.8928096780000487,None,None,4488.413960433,4488.4140054730005,None,4488.414111540001,4488.414167743001,None,4488.414274762,4488.414310788,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/4_89.png,28,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,0,820,820,820,4488.434348329,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4488.414680978,4488.414802959001,4488.414815429001,4488.434348329,4488.434348329,4489.429313733,4489.429313733,4492.436958338,4492.436958338,4492.436958338,4492.436958338,4492.413046948,1,1,1.681478796999727,None,None,4492.413630665001,4492.413676155001,None,4492.413783071,4492.413838848,None,4492.413946813999,4492.413983118001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_8_seed_1.png,29,0,1,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,822,822,822,4496.435155512,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4496.413189123,4496.413273337,4496.413282262,4496.435155512,4496.435155512,4497.429485439,4497.429485439,4500.440830315,4500.440830315,4500.440830315,4500.440830315,4500.4131898549995,2,1,1.1704702349998115,None,None,4500.4137745279995,4500.41381891,None,4500.413927921,4500.413984274,None,4500.414093348,4500.414130178001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_579_seed_1.png,31,0,0,0,11,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,952,952,952,5107.107677539,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5107.079388323001,5107.079508635,5107.079521226001,5107.107677539,5107.107677539,5108.094344684,5108.094344684,5111.105628818,5111.105628818,5111.105628818,5111.105628818,5111.078153517,1,1,1.050486747000832,None,None,5111.078736378001,5111.078782177,None,5111.078891237,5111.078946617,None,5111.079054131999,5111.0790905,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_616_seed_1.png,17,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,953,953,953,5111.105628818,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5111.079463671999,5111.079584624001,5111.079597315999,5111.105628818,5111.105628818,5112.094585612001,5112.094585612001,5115.1022491329995,5115.1022491329995,5115.1022491329995,5115.1022491329995,5115.077680589001,1,1,0.9493737060001877,None,None,5115.078077429001,5115.0781068040005,None,5115.078179576,5115.078218014,None,5115.078289661999,5115.078314394,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_587_seed_1.png,18,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,954,954,954,5115.1022491329995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5115.078565598001,5115.07864755,5115.078656064,5115.1022491329995,5115.1022491329995,5116.09464398,5116.09464398,5119.104133072001,5119.104133072001,5119.104133072001,5119.104133072001,5119.078383535,1,1,1.3643259209984535,None,None,5119.078964894,5119.079010312001,None,5119.079117111,5119.079171947001,None,5119.0792794750005,5119.079315096999,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_226_seed_1.png,19,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,955,955,955,5119.104133072001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5119.079686694001,5119.079807052,5119.0798202529995,5119.104133072001,5119.104133072001,5120.094723851999,5120.094723851999,5123.106085368,5123.106085368,5123.106085368,5123.106085368,5123.078419050001,1,1,1.1912473350002983,None,None,5123.0789966269995,5123.079040949001,None,5123.079148804,5123.079203075999,None,5123.079310843,5123.07934712,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_640_seed_1.png,20,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,956,956,956,5123.106085368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5123.079716367,5123.079838525001,5123.079851453999,5123.106085368,5123.106085368,5124.094768951,5124.094768951,5127.100778368001,5127.100778368001,5127.100778368001,5127.100778368001,5127.0779155909995,1,1,1.0280385939986445,None,None,5127.078310802,5127.078340576,None,5127.078413216,5127.078451032,None,5127.078523208001,5127.0785477300005,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_212_seed_1.png,21,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,957,957,957,5127.100778368001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5127.0790083090005,5127.079093747,5127.079102313,5127.100778368001,5127.100778368001,5128.0949009139995,5128.0949009139995,5131.106708827,5131.106708827,5131.106708827,5131.106708827,5131.078623814,1,1,1.1540811310005665,None,None,5131.079208423999,5131.07925335,None,5131.079360866,5131.079417005,None,5131.079523961001,5131.079559807001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_323_seed_1.png,22,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,958,958,958,5131.106708827,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5131.0799287029995,5131.080050959,5131.080063796001,5131.106708827,5131.106708827,5132.094991167,5132.094991167,5135.095079275,5135.095079275,5135.095079275,5135.095079275,5135.0787509070005,1,1,1.0989621919998172,None,None,5135.079334917999,5135.079379473999,None,5135.079486801001,5135.079543123001,None,5135.079650238999,5135.079685741,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,23,1,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,960,960,960,5139.104449341,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5139.078641969,5139.078722285,5139.0787305839995,5139.104449341,5139.104449341,5140.095154678999,5140.095154678999,5143.100921501001,5143.100921501001,5143.100921501001,5143.100921501001,5143.0788475300005,1,1,1.3836767039992992,None,None,5143.079430048,5143.079476214,None,5143.079584599001,5143.079640912,None,5143.079749347001,5143.079785821,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_563_seed_1.png,25,0,1,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,961,961,961,5143.100921501001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5143.0801574669995,5143.080278261,5143.080290942001,5143.100921501001,5143.100921501001,5144.095192087,5144.095192087,5147.106678687001,5147.106678687001,5147.106678687001,5147.106678687001,5147.0790711790005,2,1,1.740778182998838,None,None,5147.079656647001,5147.079705315001,None,5147.079813781001,5147.079869415001,None,5147.079979298001,5147.0800152,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_571_seed_1.png,26,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,962,962,962,5147.106678687001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5147.080388731,5147.080510729001,5147.0805234320005,5147.106678687001,5147.106678687001,5148.095390527001,5148.095390527001,5151.103132675001,5151.103132675001,5151.103132675001,5151.103132675001,5151.078380600001,1,1,1.1775588149994292,None,None,5151.078771467,5151.078799645001,None,5151.078869686001,5151.0789069209995,None,5151.078977657001,5151.079001916,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_273_seed_1.png,27,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,963,963,963,5151.103132675001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5151.079251728,5151.079331844,5151.079340216999,5151.103132675001,5151.103132675001,5152.095486646001,5152.095486646001,5155.105252521001,5155.105252521001,5155.105252521001,5155.105252521001,5155.079257263999,1,1,1.8435017850006261,None,None,5155.079842251999,5155.079887174,None,5155.079994209001,5155.080049749001,None,5155.080156876999,5155.080192254,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_637_seed_1.png,28,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,979,979,979,5215.108316897001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5215.082048726,5215.082169486,5215.082182296,5215.108316897001,5215.108316897001,5216.0970103869995,5216.0970103869995,5219.096782470001,5219.096782470001,5219.096782470001,5219.096782470001,5219.080777011,1,1,1.424959336000029,None,None,5219.081361220001,5219.0814066289995,None,5219.081513677001,5219.081569916,None,5219.081677987001,5219.081714086001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +blank.jpg,44,1,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,981,981,981,5223.104419344,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5223.080644187,5223.080724843,5223.080733213,5223.104419344,5223.104419344,5224.097159839,5224.097159839,5227.107476206999,5227.107476206999,5227.107476206999,5227.107476206999,5227.081112928,1,1,0.8787040289989818,None,None,5227.081879169999,5227.081925202,None,5227.082033393,5227.082091659001,None,5227.082200202,5227.082236338,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_335_seed_1.png,46,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,0,982,982,982,5227.107476206999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5227.082612888001,5227.082733652001,5227.082745981,5227.107476206999,5227.107476206999,5228.097299004,5228.097299004,5231.106972023,5231.106972023,5231.106972023,5231.106972023,5231.081055695001,1,1,1.2276047590003145,None,None,5231.081646418,5231.0816921489995,None,5231.081801478001,5231.081857185,None,5231.081965320001,5231.082001154001,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/paired_image_676_2.png,47,0,0,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,0,985,985,985,5239.110150355001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5239.082594324001,5239.082716649001,5239.0827295789995,5239.110150355001,5239.110150355001,5240.097539259,5240.097539259,5243.1038641019995,5243.1038641019995,5243.1038641019995,5243.1038641019995,5243.0813666389995,1,1,0.8453000700010307,None,None,5243.0819470159995,5243.081992445,None,5243.082100627999,5243.082156292,None,5243.082263978999,5243.082300143999,None,,,,,,,,,,,,,,,1,001,0,,2024-04-16_10h54.13.489,replicate_nsd,2023.2.3,60.04260947794836,2024-04-16 11h02.02.491633 -0400, +images/image_594_seed_1.png,50,0,1,0,13,"[9, 23, 33, 44, 56, 68, 69, 70, 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69]",,,,,3,0,3,0,0,33,33,33,1765.8112724169987,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1765.7966610419971,1765.7967792499985,1765.796796124996,1765.8112724169987,1765.8112724169987,1765.8112724169987,1765.8112724169987,1768.7984627089972,1768.7984627089972,1769.7953305839983,1,1,0.7865898320014821,0.20405395900161238,None,1769.7961254999973,1769.7962373749979,None,1769.7963681249967,1769.7964202919975,None,1769.8116864589974,1769.8116864589974,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/shared1000_notspecial/notspecial_43746.png,34,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,34,34,34,1769.8116864589974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1769.796901709,1769.7970234999957,1769.7970433340015,1769.8116864589974,1769.8116864589974,1769.8116864589974,1769.8116864589974,1772.799817250001,1772.799817250001,1773.7956652089997,1,1,0.8452433750062482,0.17097029099386418,None,1773.7965155420025,1773.7966343750013,None,1773.796785999999,1773.7968479170013,None,1773.8134791249977,1773.8134791249977,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_1797_cocoid_51865.png,35,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,35,35,35,1773.8134791249977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1773.797460875001,1773.7976231669963,1773.7976445839959,1773.8134791249977,1773.8134791249977,1773.8134791249977,1773.8134791249977,1776.8114984170024,1776.8114984170024,1777.7988463340007,1,1,0.8664945409982465,0.18605516599927796,None,1777.799649624998,1777.7997363339964,None,1777.799880749997,1777.7999311669992,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_62544.jpg,36,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,36,36,36,1777.8158477499965,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1777.8004892089957,1777.8006426669963,1777.8006663339984,1777.8158477499965,1777.8158477499965,1777.8158477499965,1777.8158477499965,1780.8116075840007,1780.8116075840007,1781.798844584002,1,1,0.9141989159979858,0.16598887500003912,None,1781.7994502500005,1781.799517749998,None,1781.7996336669967,1781.7996722919997,None,1781.8146868749973,1781.8146868749973,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_30430.jpg,37,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,37,37,37,1781.8146868749973,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1781.8001178749983,1781.8002276670013,1781.8002438339972,1781.8146868749973,1781.8146868749973,1781.8146868749973,1781.8146868749973,1784.8116304590003,1784.8116304590003,1785.7999277089984,1,1,0.780418832997384,0.15300783300335752,None,1785.8007493339974,1785.800840709002,None,1785.8009850000017,1785.8010319589957,None,1785.8151434589963,1785.8151434589963,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_38246.jpg,38,0,1,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,38,38,38,1785.8151434589963,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1785.8015799170025,1785.8017194170025,1785.8017399169985,1785.8151434589963,1785.8151434589963,1785.8151434589963,1785.8151434589963,1788.8116926669973,1788.8116926669973,1789.7998849169962,1,0,1.2710156660032226,0.17598704100237228,None,1789.8006737089963,1789.8007594169976,None,1789.8009063339996,1789.8009544169981,None,1789.8152207500025,1789.8152207500025,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_39402.jpg,39,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,39,39,39,1789.8152207500025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1789.801510792,1789.8016494589974,1789.8016700000007,1789.8152207500025,1789.8152207500025,1789.8152207500025,1789.8152207500025,1792.8118226669976,1792.8118226669976,1793.7998817920015,1,1,0.7340112079982646,0.17605016699963016,None,1793.8007151249985,1793.8007997919995,None,1793.8009480839974,1793.8009965839956,None,1793.8168137920002,1793.8168137920002,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/shared1000_notspecial/notspecial_4436.png,40,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,40,40,40,1793.8168137920002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1793.8015341669961,1793.8016777919984,1793.8016983339985,1793.8168137920002,1793.8168137920002,1793.8168137920002,1793.8168137920002,1796.8118881249975,1796.8118881249975,1797.8004230419974,1,1,0.6324567909978214,0.18700379200163297,None,1797.8012193749964,1797.8013068340006,None,1797.8014522500016,1797.8015009169976,None,1797.8163848339973,1797.8163848339973,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_30632.jpg,41,0,1,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,41,41,41,1797.8163848339973,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1797.802034041997,1797.8021755840018,1797.8021964169966,1797.8163848339973,1797.8163848339973,1797.8163848339973,1797.8163848339973,1800.8118876669978,1800.8118876669978,1801.799907458997,2,1,1.5560135409978102,0.19692783299979055,None,1801.8007112499981,1801.8007981249975,None,1801.8009432089966,1801.8009910839974,None,1801.8177125000002,1801.8177125000002,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/MST_pairs1/pair_12_16_22.png,42,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,42,42,42,1801.8177125000002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1801.8015178339992,1801.8016569999963,1801.8016821249985,1801.8177125000002,1801.8177125000002,1801.8177125000002,1801.8177125000002,1804.8159223749972,1804.8159223749972,1805.8123062500017,None,0,,,['1'],1805.8132269170019,1805.8133296669985,None,1805.8134682090022,1805.8135181249963,None,,,,,,,,,,,[0.9326615410027443],[0.18800650000048336],1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_1075_cocoid_68656.png,43,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,43,43,43,1805.8307294999977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1805.8140340419995,1805.8142158339979,1805.8142330420014,1805.8307294999977,1805.8307294999977,1805.8307294999977,1805.8307294999977,1808.8286203339958,1808.8286203339958,1809.8157020840008,1,1,0.8957496660004836,0.20192508300533518,None,1809.8164872499983,1809.816576792,None,1809.8167324999959,1809.8167820000017,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/MST_pairs1/pair_6_9_56.png,44,0,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,44,44,44,1809.8337521249996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1809.8173114999954,1809.817460416998,1809.817481416998,1809.8337521249996,1809.8337521249996,1809.8337521249996,1809.8337521249996,1812.8288119999997,1812.8288119999997,1813.829160041998,1,1,1.1437943739947514,0.17998433300090255,None,1813.8300004999983,1813.8301034589967,None,1813.8302465419983,1813.8302992919998,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +blank.jpg,45,1,0,0,3,2,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,3,0,3,0,0,69,69,69,1909.8562611250018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1909.848298124998,1909.8484370419974,1909.8484759170024,1909.8562611250018,1909.8562611250018,1909.8562611250018,1909.8562611250018,1912.8507934169975,1912.8507934169975,1913.8471722089962,None,0,,,None,1913.8477105839993,1948.798784833998,1,1948.7997723340013,1971.303548208998,equal,1913.8647383339994,1913.8647383339994,1913.8647383339994,1913.8647383339994,34.9237489570005,None,1948.808092416999,1948.808092416999,22.491677291000087,None,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +,,,,,,,,,,,,,3,0,3,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_9147.jpg,0,0,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,0,0,0,1971.3377364999978,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1971.3234207919959,1971.3237949169998,1971.3238104170014,1971.3377364999978,1971.3377364999978,1971.3377364999978,1971.3377364999978,1974.3348686249956,1974.3348686249956,1975.3310844590014,1,0,0.7079997910041129,0.30099333399994066,None,1975.332431584,1975.332538249997,None,1975.3327849170018,1975.3328377090002,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_15506.jpg,1,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,1,1,1,1975.3475661249977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1975.3334848340019,1975.3336678339983,1975.3336859170013,1975.3475661249977,1975.3475661249977,1975.3475661249977,1975.3475661249977,1978.335445124998,1978.335445124998,1979.3313837499954,1,1,0.6762515820009867,0.19095820900110994,None,1979.3322007089955,1979.3322899170016,None,1979.3324349999966,1979.3324829999983,None,1979.346000999998,1979.346000999998,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_31233.jpg,2,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,2,2,2,1979.346000999998,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1979.3330184590013,1979.3331289589987,1979.3331455840016,1979.346000999998,1979.346000999998,1979.346000999998,1979.346000999998,1982.3358882920002,1982.3358882920002,1983.3313818749957,1,1,0.6628579989992431,0.15696595900226384,None,1983.3321768749956,1983.3322752500026,None,1983.3324217920017,1983.3324732499968,None,1983.3455436669974,1983.3455436669974,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_57650.jpg,3,0,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,3,3,3,1983.3455436669974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1983.3330043749957,1983.3331456250016,1983.3331662919954,1983.3455436669974,1983.3455436669974,1983.3455436669974,1983.3455436669974,1986.3359783339984,1986.3359783339984,1987.331542916996,2,1,1.9093256659980398,0.1430089580026106,None,1987.3324649589995,1987.3325732090016,None,1987.332725166998,1987.3327791249976,None,1987.3478122500019,1987.3478122500019,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_71410.jpg,4,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,4,4,4,1987.3478122500019,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1987.333400167001,1987.333543791996,1987.3335665839986,1987.3478122500019,1987.3478122500019,1987.3478122500019,1987.3478122500019,1990.3364095419965,1990.3364095419965,1991.331409792001,1,1,0.8171095409998088,0.1800061249959981,None,1991.3322222089992,1991.3323065000004,None,1991.3324644999957,1991.3325124999974,None,1991.3494680840013,1991.3494680840013,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_5841_cocoid_6697.png,5,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,5,5,5,1991.3494680840013,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1991.3330302499962,1991.3331900839985,1991.3332141249994,1991.3494680840013,1991.3494680840013,1991.3494680840013,1991.3494680840013,1994.3481214170024,1994.3481214170024,1995.3352008750007,1,1,1.1205170409957645,0.15498541700071655,None,1995.3359831670023,1995.3360682919956,None,1995.3362152499976,1995.3362647499962,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_15819.jpg,6,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,6,6,6,1995.3519009169977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1995.3367982499985,1995.336944208997,1995.336965292001,1995.3519009169977,1995.3519009169977,1995.3519009169977,1995.3519009169977,1998.3479456669957,1998.3479456669957,1999.3362983339975,1,1,0.9471619579999242,0.1611029999985476,None,1999.3370947500007,1999.3371825840004,None,1999.3373302089967,1999.3373785840013,None,1999.3511153750005,1999.3511153750005,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_3842.jpg,7,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,7,7,7,1999.3511153750005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1999.3379295420018,1999.3380689999976,1999.3380896250019,1999.3511153750005,1999.3511153750005,1999.3511153750005,1999.3511153750005,2002.3479055419957,2002.3479055419957,2003.3361756250015,1,1,0.8430580829954124,0.16399975000240374,None,2003.3369687919985,2003.3370536669972,None,2003.3372092919963,2003.3372600840012,None,2003.3514953339982,2003.3514953339982,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_53891.jpg,8,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,8,8,8,2003.3514953339982,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2003.3377994170005,2003.337939541998,2003.337962958998,2003.3514953339982,2003.3514953339982,2003.3514953339982,2003.3514953339982,2006.3481947499968,2006.3481947499968,2007.3371204169962,1,1,0.9486861250043148,0.1420155829982832,None,2007.3377489170016,2007.3378170419965,None,2007.337940708996,2007.3379790839972,None,2007.347816292,2007.347816292,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +blank.jpg,9,1,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,9,9,9,2007.347816292,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2007.338426041999,2007.3385377500017,2007.3385543749973,2007.347816292,2007.347816292,2007.347816292,2007.347816292,2010.3352823339956,2010.3352823339956,2011.3316785839997,None,0,,,None,2011.3322471669962,2011.3323299999975,None,2011.3324839170018,2011.3325348340004,None,2011.3484903339995,2011.3484903339995,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_4813_cocoid_16457.png,10,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,10,10,10,2011.3484903339995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2011.3330798749957,2011.3332179589997,2011.3332408339993,2011.3484903339995,2011.3484903339995,2011.3484903339995,2011.3484903339995,2014.3354947499975,2014.3354947499975,2015.3317126670008,1,1,0.7177812910013017,0.14199050000024727,None,2015.3325200839972,2015.3326068339957,None,2015.3327699169968,2015.3328183339981,None,2015.3599857090012,2015.3599857090012,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/MST_pairs1/pair_28_nsd_547_1_cocoid_60932.png,11,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,11,11,11,2015.3599857090012,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2015.3333364589998,2015.3334759589998,2015.3335110420012,2015.3599857090012,2015.3599857090012,2015.3599857090012,2015.3599857090012,2018.353701084001,2018.353701084001,2019.3364322499983,2,0,1.196387333002349,0.15800099999614758,None,2019.3372420000014,2019.3373323339983,None,2019.3374554589973,2019.3375018750012,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_3449.jpg,12,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,12,12,12,2019.353189292,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2019.3380098339985,2019.3381948339957,2019.3382121670002,2019.353189292,2019.353189292,2019.353189292,2019.353189292,2022.3483906249967,2022.3483906249967,2023.3364302499976,1,1,0.8562132910010405,0.18505566700332565,None,2023.3372501249978,2023.337343375002,None,2023.337470958999,2023.3375202919997,None,2023.3517609170012,2023.3517609170012,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/special515/special_57650.jpg,13,0,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,13,13,13,2023.3517609170012,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2023.3380178340012,2023.3381332089994,2023.338149958996,2023.3517609170012,2023.3517609170012,2023.3517609170012,2023.3517609170012,2026.3485886249982,2026.3485886249982,2027.3368867919999,2,1,1.0206984159958665,0.1640102500023204,None,2027.3376898339993,2027.3377796249988,None,2027.3379058749997,2027.3379532499966,None,2027.3544696669996,2027.3544696669996,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/shared1000_notspecial/notspecial_70764.png,14,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,14,14,14,2027.3544696669996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2027.3384767499956,2027.3385926670016,2027.3386095419992,2027.3544696669996,2027.3544696669996,2027.3544696669996,2027.3544696669996,2030.3522123340008,2030.3522123340008,2031.3488495420024,1,1,0.9050100829990697,0.14703212500171503,None,2031.349825874997,2031.3499494589996,None,2031.3500995840004,2031.3501538339988,None,,,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/shared1000_notspecial/notspecial_42299.png,15,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,4,0,4,0,0,16,16,16,2035.365415291999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2035.350619500001,2035.3507449169992,2035.3507618340009,2035.365415291999,2035.365415291999,2035.365415291999,2035.365415291999,2038.353562958997,2038.353562958997,2039.3491088340015,1,1,1.1392024580054567,0.16501695799524896,None,2039.349879166999,2039.3499559589982,None,2039.350077666997,2039.350125416997,None,2039.3672031669994,2039.3672031669994,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_2658_cocoid_10430.png,17,0,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,4,0,4,0,0,18,18,18,2043.3682891249991,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2043.3541293340022,2043.3542787089973,2043.354300375002,2043.3682891249991,2043.3682891249991,2043.3682891249991,2043.3682891249991,2046.365467167001,2046.365467167001,2047.353810624998,1,1,1.3605194160045357,0.155972374996054,None,2047.3546320000023,2047.3547207090014,None,2047.3548676249993,2047.3549152499982,None,2047.3723017919983,2047.3723017919983,,,,,,,,,,,1,2,0,0,2024-08-13_10h18.22.975,rtmindeye,2024.1.5,None,2024-08-13 10h18.49.832387 -0400, +all_stimuli/MST_pairs1/pair_8_12_0.png,19,0,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,2,0,2,0,0,45,45,45,1515.9457300830036,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1515.9352835829995,1515.9354333750016,1515.9354540409986,1515.9457300830036,1515.9457300830036,1515.9457300830036,1515.9457300830036,1518.9335720410018,1518.9335720410018,1519.9300128750037,None,0,,,None,1519.9305344579989,1519.9306185829992,None,1519.9307906250033,1519.9308381250012,None,1519.947758250004,1519.947758250004,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/closest_pairs2/set_1_closest_to_pair_3_image_cocoid_30925.png,46,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,2,0,2,0,0,46,46,46,1519.947758250004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1519.9313754579998,1519.9315159160033,1519.931537041004,1519.947758250004,1519.947758250004,1519.947758250004,1519.947758250004,1522.9465185829977,1522.9465185829977,1523.934814250002,1,1,0.9329342489945702,0.12507345900667133,None,1523.935604958002,1523.9357034159984,None,1523.935834875003,1523.9358832500002,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_41574.png,47,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,2,0,2,0,0,48,48,48,1527.9503732080047,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1527.9364333330013,1527.9366526250014,1527.9366821250005,1527.9503732080047,1527.9503732080047,1527.9503732080047,1527.9503732080047,1530.946448540999,1530.946448540999,1531.9348270410046,None,0,,,['1'],1531.9361958750014,1531.9362927500042,None,1531.9364487499988,1531.9364987500012,None,1531.951379500002,1531.951379500002,,,,,,,,,[0.7294405829961761],[0.12505358300404623],1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/closest_pairs2/set_1_closest_to_pair_47_image_cocoid_36674.png,49,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,2,0,2,0,0,49,49,49,1531.951379500002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1531.9370207500033,1531.9371380410012,1531.9371550409996,1531.951379500002,1531.951379500002,1531.951379500002,1531.951379500002,1534.9467435000042,1534.9467435000042,1535.9469223330016,1,1,0.6054892489992199,0.1430090840003686,None,1535.9477792500038,1535.9478934580038,None,1535.948021832999,1535.9480718330014,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_38060.png,50,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,2,0,2,0,0,51,51,51,1539.966666500004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1539.9519969579997,1539.952113583,1539.9521304580048,1539.966666500004,1539.966666500004,1539.966666500004,1539.966666500004,1542.9634025830019,1542.9634025830019,1543.9506864159994,1,1,0.5323496249984601,0.13597262500115903,None,1543.9515031250048,1543.9515902909989,None,1543.951744416001,1543.9517924160027,None,1543.9680003329995,1543.9680003329995,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_54743.png,52,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,2,0,2,0,0,52,52,52,1543.9680003329995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1543.952359832998,1543.9525031660014,1543.9525241250012,1543.9680003329995,1543.9680003329995,1543.9680003329995,1543.9680003329995,1546.963436791004,1546.963436791004,1547.9514232910005,1,1,0.5980377500018221,0.12305304100300418,None,1547.9522363750002,1547.9523245000019,None,1547.9524723330032,1547.9525204579986,None,1547.9672890410002,1547.9672890410002,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_34186.png,53,0,0,0,2,3,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,4,0,4,0,0,1,1,1,1967.1370225409992,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1967.1222235410023,1967.1223893749993,1967.1224126250017,1967.1370225409992,1967.1370225409992,1967.1370225409992,1967.1370225409992,1970.1356752080028,1970.1356752080028,1971.123754250002,1,1,0.7937244159984402,0.16093629199895076,None,1971.1245747909998,1971.1246688750034,None,1971.124826583,1971.124882958,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_28963.png,2,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,2,2,2,1971.1391945409996,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1971.1254321250017,1971.1255765000024,1971.1255935829977,1971.1391945409996,1971.1391945409996,1971.1391945409996,1971.1391945409996,1974.1360089580048,1974.1360089580048,1975.1239436660035,1,1,0.7506045830014045,0.14499595900269924,None,1975.124768499998,1975.124866625003,None,1975.1250141249984,1975.1250635830002,None,1975.1513757909997,1975.1513757909997,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_31_nsd_694_1_cocoid_33866.png,3,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,3,3,3,1975.1513757909997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1975.1256274160041,1975.1257692500003,1975.1257902080033,1975.1513757909997,1975.1513757909997,1975.1513757909997,1975.1513757909997,1978.1398196660011,1978.1398196660011,1979.1358575830018,2,1,1.0315121249950607,0.15593287500087172,None,1979.1367937079995,1979.1368978329992,None,1979.1370236250004,1979.1370916660017,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_25711.png,4,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,4,4,4,1979.1535179580023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1979.1376029579988,1979.1377799580005,1979.1377997500022,1979.1535179580023,1979.1535179580023,1979.1535179580023,1979.1535179580023,1982.1406454160024,1982.1406454160024,1983.136368790998,1,1,0.7323229169996921,0.17706325000472134,None,1983.1372252080037,1983.1373174580003,None,1983.137458958001,1983.1375069580026,None,1983.1552850830049,1983.1552850830049,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_7_10_89.png,5,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,5,5,5,1983.1552850830049,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1983.1379955000011,1983.1381301250003,1983.1381473330039,1983.1552850830049,1983.1552850830049,1983.1552850830049,1983.1552850830049,1986.1526596660042,1986.1526596660042,1987.1396115000025,2,1,1.1166198329956387,0.13797487500414718,None,1987.1403777079977,1987.140465041004,None,1987.1406118329978,1987.140660625002,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/closest_pairs2/set_1_closest_to_pair_29_image_cocoid_29785.png,6,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,6,6,6,1987.156531790999,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1987.1411955000003,1987.1413450410037,1987.1413661660044,1987.156531790999,1987.156531790999,1987.156531790999,1987.156531790999,1990.1526334580049,1990.1526334580049,1991.141013458,1,1,0.7824520409994875,0.1440770839981269,None,1991.141814583003,1991.1418992079998,None,1991.1420305830034,1991.1420765000003,None,1991.1577965000033,1991.1577965000033,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/special515/special_33171.jpg,7,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,7,7,7,1991.1577965000033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1991.142663874998,1991.142885207999,1991.142910583003,1991.1577965000033,1991.1577965000033,1991.1577965000033,1991.1577965000033,1994.152674500001,1994.152674500001,1995.1408010000014,1,1,1.2932088329980616,0.13302733300224645,None,1995.141597875001,1995.1416862500046,None,1995.1418330410015,1995.1418850830014,None,1995.1711222080048,1995.1711222080048,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_21_nsd_48_1_cocoid_4899.png,8,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,8,8,8,1995.1711222080048,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1995.1424450409977,1995.1425869160012,1995.142607665999,1995.1711222080048,1995.1711222080048,1995.1711222080048,1995.1711222080048,1998.169401375002,1998.169401375002,1999.152978541002,2,1,1.4319593330001226,0.1600560829974711,None,1999.1538146250023,1999.1539005829982,None,1999.1540456660005,1999.1540946250025,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +blank.jpg,9,1,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,9,9,9,1999.164594957998,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1999.1546400000007,1999.1547896659977,1999.1548112500022,1999.164594957998,1999.164594957998,1999.164594957998,1999.164594957998,2002.1574144580009,2002.1574144580009,2003.153424707998,None,0,,,None,2003.1540367499983,2003.1541342080018,None,2003.1542651249983,2003.1543175000043,None,2003.1709713329983,2003.1709713329983,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_5703_cocoid_28588.png,10,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,10,10,10,2003.1709713329983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2003.1548277500042,2003.1549666249994,2003.1549866249989,2003.1709713329983,2003.1709713329983,2003.1709713329983,2003.1709713329983,2006.1694307910002,2006.1694307910002,2007.1578318329994,1,1,1.1422121249997872,0.12600958300026832,None,2007.1587856660044,2007.1588908330014,None,2007.1590596250026,2007.1591179160023,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_20307.png,11,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,11,11,11,2007.1738392500047,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2007.1599848750047,2007.1601888330042,2007.1602142499978,2007.1738392500047,2007.1738392500047,2007.1738392500047,2007.1738392500047,2010.1697227910045,2010.1697227910045,2011.1570640830032,1,1,0.5823851239983924,0.17997325000033015,None,2011.1576881660003,2011.157756875,None,2011.1578722080012,2011.1579107910002,None,2011.1729731660016,2011.1729731660016,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_6303_cocoid_50703.png,12,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,12,12,12,2011.1729731660016,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2011.1583526250033,2011.1584637080014,2011.1584799160046,2011.1729731660016,2011.1729731660016,2011.1729731660016,2011.1729731660016,2014.1696844580001,2014.1696844580001,2015.1583420410025,1,1,0.732347248995211,0.16007379200163996,None,2015.1591527909986,2015.1592405830015,None,2015.1593862080044,2015.1594357909999,None,2015.1747806659987,2015.1747806659987,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_25881.png,13,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,13,13,13,2015.1747806659987,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2015.1599987910013,2015.1601405830006,2015.1601642500027,2015.1747806659987,2015.1747806659987,2015.1747806659987,2015.1747806659987,2018.1697109160013,2018.1697109160013,2019.169846333003,1,1,0.9035820409990265,0.15505625000514556,None,2019.1706246250033,2019.1707130830036,None,2019.1708667499988,2019.1709152910043,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/special515/special_20633.jpg,14,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,14,14,14,2019.1861570830006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2019.1714429999993,2019.171593416002,2019.1716145410028,2019.1861570830006,2019.1861570830006,2019.1861570830006,2019.1861570830006,2022.1736907910017,2022.1736907910017,2023.1700858750046,2,1,0.8602796660052263,0.17104158399888547,None,2023.1708783330032,2023.1709650410048,None,2023.1711117500017,2023.1711602080031,None,2023.198708625001,2023.198708625001,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_29_nsd_556_1_cocoid_11618.png,15,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,15,15,15,2023.198708625001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2023.1716803329982,2023.1718002499983,2023.1718188329978,2023.198708625001,2023.198708625001,2023.198708625001,2023.198708625001,2026.1903988330014,2026.1903988330014,2027.1747970409997,2,1,0.8277762080033426,0.14895199999591568,None,2027.1755944160032,2027.1756829580045,None,2027.1758464160011,2027.1758948749994,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_21553.png,16,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,16,16,16,2027.1915556250024,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2027.176436665999,2027.176601457999,2027.1766229159985,2027.1915556250024,2027.1915556250024,2027.1915556250024,2027.1915556250024,2030.1904062910035,2030.1904062910035,2031.1747549580032,1,1,1.1629250420010067,0.1370166659980896,None,2031.1755699580026,2031.1756594160033,None,2031.1758083750028,2031.1758567080033,None,2031.191317541001,2031.191317541001,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/special515/special_42166.jpg,17,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,17,17,17,2031.191317541001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2031.1763823330039,2031.1765251660036,2031.1765462500043,2031.191317541001,2031.191317541001,2031.191317541001,2031.191317541001,2034.186745040999,2034.186745040999,2035.1871585000044,1,1,0.9222635000041919,0.15103495799849043,None,2035.1880334579982,2035.1881564159994,None,2035.188289083002,2035.188333791004,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_37927.png,18,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,18,18,18,2035.2044106250032,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2035.1888879580001,2035.1890777080043,2035.189103083001,2035.2044106250032,2035.2044106250032,2035.2044106250032,2035.2044106250032,2038.203398208003,2038.203398208003,2039.1906669579985,1,1,0.8242587909990107,0.15402912499848753,None,2039.1914574580005,2039.1915452079993,None,2039.191697250004,2039.1917465830047,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_3729.png,19,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,19,19,19,2039.2065586660028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2039.192296416004,2039.192446041001,2039.1924669159998,2039.2065586660028,2039.2065586660028,2039.2065586660028,2039.2065586660028,2042.2035405409988,2042.2035405409988,2043.1918013750037,1,1,1.2271879159961827,0.1469772920027026,None,2043.1926142080047,2043.1927085409989,None,2043.1928630830007,2043.1929119580018,None,2043.2067603329997,2043.2067603329997,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_70585.png,20,0,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,20,20,20,2043.2067603329997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2043.193435250003,2043.1935475830032,2043.1935639160001,2043.2067603329997,2043.2067603329997,2043.2067603329997,2043.2067603329997,2046.2034208750047,2046.2034208750047,2047.190936040999,2,0,1.4940427080000518,0.17292816700501135,None,2047.1917109159986,2047.191797749998,None,2047.1919426660024,2047.1919903750022,None,2047.2028123749988,2047.2028123749988,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +blank.jpg,21,1,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,21,21,21,2047.2028123749988,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2047.1925159579987,2047.1926599580038,2047.1926837499996,2047.2028123749988,2047.2028123749988,2047.2028123749988,2047.2028123749988,2050.1906862500036,2050.1906862500036,2051.187199250002,None,0,,,None,2051.1877857080035,2051.1878837080003,None,2051.1880198330036,2051.1880662080002,None,2051.2031867910046,2051.2031867910046,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/special515/special_53727.jpg,22,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,22,22,22,2051.2031867910046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2051.1885839160022,2051.1887926249983,2051.1888326250046,2051.2031867910046,2051.2031867910046,2051.2031867910046,2051.2031867910046,2054.192027625002,2054.192027625002,2055.187204665999,2,1,1.306664041003387,0.16398204199504107,None,2055.1880210000018,2055.1881078330043,None,2055.188265458004,2055.1883131249997,None,2055.2010960410043,2055.2010960410043,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/special515/special_72015.jpg,23,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,23,23,23,2055.2010960410043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2055.188806833001,2055.1889197909986,2055.1889362500006,2055.2010960410043,2055.2010960410043,2055.2010960410043,2055.2010960410043,2058.190921333,2058.190921333,2059.187624833001,1,0,0.8808254579998902,0.15795558399986476,None,2059.1884451250007,2059.1885415409997,None,2059.1886698750022,2059.188714832999,None,2059.201077208003,2059.201077208003,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_43_w_lighthouse2.jpg,24,0,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,8,0,8,0,0,26,26,26,3343.4425000410047,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3343.426906875,3343.427050791004,3343.427074500003,3343.4425000410047,3343.4425000410047,3343.4425000410047,3343.4425000410047,3346.4371217080043,3346.4371217080043,3347.4257954580025,1,1,1.331273207993945,0.14998100000229897,None,3347.4265912909977,3347.426677458003,None,3347.4268226249987,3347.426869791001,None,3347.442723291002,3347.442723291002,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/unchosen_nsd_1000_images/unchosen_8160_cocoid_16351.png,27,0,0,0,8,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,8,0,8,0,0,27,27,27,3347.442723291002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3347.4274298750024,3347.427572833003,3347.427593583001,3347.442723291002,3347.442723291002,3347.442723291002,3347.442723291002,3350.4413300000015,3350.4413300000015,3351.4372947080046,2,0,1.1690705830042134,0.16101616699597798,None,3351.4381397500038,3351.4382277080003,None,3351.438373666002,3351.4384381659984,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/shared1000_notspecial/notspecial_14644.png,28,0,0,0,8,3,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,8,0,8,0,0,29,29,29,3355.451114208001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3355.4391764160027,3355.4393024579986,3355.439319875004,3355.451114208001,3355.451114208001,3355.451114208001,3355.451114208001,3358.441144208002,3358.441144208002,3359.4378430409997,2,1,0.8298129579998204,0.11495799999829615,None,3359.438670041003,3359.438759249999,None,3359.438886290998,3359.4389305410004,None,3359.4572822499977,3359.4572822499977,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +all_stimuli/MST_pairs2/pair_17_21_33.png,30,0,0,0,8,3,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,8,0,8,0,0,30,30,30,3359.4572822499977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3359.4394201660034,3359.439545000001,3359.4395622080046,3359.4572822499977,3359.4572822499977,3359.4572822499977,3359.4572822499977,3362.454143540999,3362.454143540999,3363.4419943750036,1,1,1.2186810829953174,0.1429982910049148,None,3363.4427681660018,3363.442855166002,None,3363.443004083005,3363.443052458002,None,,,,,,,,,,,,,1,3,0,0,2024-08-14_10h09.27.508,rtmindeye,2024.1.5,None,2024-08-14 10h09.43.169831 -0400, +blank.jpg,31,1,0,0,8,3,1,"[9, 21, 31, 45, 56, 68, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_281_seed_1.png,20,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,20,20,20,1679.892136417002,,,,,,,,,,,,,,,,,,,,,,1679.8656968340001,1679.865787750001,1679.8658005420002,1679.892136417002,1679.892136417002,1679.892136417002,1679.892136417002,1682.883927709001,1682.883927709001,1683.8665501249998,1,1,0.6477087910025148,0.18000466599914944,None,1683.8678242500027,1683.8680391250018,None,1683.8682423749997,1683.868292459003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_585_seed_1.png,21,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,24,24,24,1695.9250216670043,,,,,,,,,,,,,,,,,,,,,,1695.9022215419973,1695.902321667003,1695.9023348339979,1695.9250216670043,1695.9250216670043,1695.9250216670043,1695.9250216670043,1698.9312201670036,1698.9312201670036,1699.9146374170014,1,1,0.7088249989974429,0.18110025000351015,None,1699.915432458998,1699.9155183339972,None,1699.9156450840019,1699.9156897499997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_111_seed_1.png,25,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,26,26,26,1703.9423677919985,,,,,,,,,,,,,,,,,,,,,,1703.9200899999996,1703.920218500003,1703.9202347500031,1703.9423677919985,1703.9423677919985,1703.9423677919985,1703.9423677919985,1706.9479514170016,1706.9479514170016,1707.931320167001,1,1,0.8015544989975751,0.20302054200146813,None,1707.9318902500017,1707.931957959001,None,1707.9320567500035,1707.9320895420024,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_272_seed_1.png,27,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,27,27,27,1707.9565460000013,,,,,,,,,,,,,,,,,,,,,,1707.932809292004,1707.9329104170029,1707.9329236249978,1707.9565460000013,1707.9565460000013,1707.9565460000013,1707.9565460000013,1710.951244208998,1710.951244208998,1711.9346638749994,1,1,0.6933565829967847,0.17710033299954375,None,1711.9352989590043,1711.9353744590044,None,1711.9354946669991,1711.935533459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_886_2.png,28,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,28,28,28,1711.9598613749986,,,,,,,,,,,,,,,,,,,,,,1711.9363206249982,1711.936442625003,1711.936458791999,1711.9598613749986,1711.9598613749986,1711.9598613749986,1711.9598613749986,1714.9663749169995,1714.9663749169995,1715.9510704589993,1,1,0.7460265410045395,0.19503770799929043,None,1715.9521711249981,1715.952267583998,None,1715.9523777089998,1715.952413334002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,29,1,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,30,30,30,1719.9699387500004,,,,,,,,,,,,,,,,,,,,,,1719.9514216250027,1719.9514897089975,1719.951499750001,1719.9699387500004,1719.9699387500004,1719.9699387500004,1719.9699387500004,1722.9680363340012,1722.9680363340012,1723.9535560000004,1,1,0.7210563740009093,0.2000208749959711,None,1723.9541890000037,1723.954260958999,None,1723.9543773749974,1723.9544171669986,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_64_seed_1.png,31,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,31,31,31,1723.9786863749978,,,,,,,,,,,,,,,,,,,,,,1723.9548547500017,1723.954974166998,1723.9549899589983,1723.9786863749978,1723.9786863749978,1723.9786863749978,1723.9786863749978,1726.9813107090013,1726.9813107090013,1727.9647244169973,1,1,0.6873247910043574,0.19803237499581883,None,1727.9653798750005,1727.9654525000005,None,1727.965571959001,1727.9656127920025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_225_seed_1.png,32,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,33,33,33,1731.9928052500036,,,,,,,,,,,,,,,,,,,,,,1731.9687342920006,1731.9688540839998,1731.9688705840017,1731.9928052500036,1731.9928052500036,1731.9928052500036,1731.9928052500036,1734.9984037500035,1734.9984037500035,1735.983457209004,1,1,0.7852694160028477,0.2140058329969179,None,1735.9844606670013,1735.9845705000043,None,1735.9847663750043,1735.9848061669982,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_129_seed_1.png,34,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,42,42,42,1768.0914660420021,,,,,,,,,,,,,,,,,,,,,,1768.068187375,1768.068275042002,1768.068286583999,1768.0914660420021,1768.0914660420021,1768.0914660420021,1768.0914660420021,1771.0840906250014,1771.0840906250014,1772.083594208998,1,1,0.6296538740061806,0.19110108299355488,None,1772.0840204999986,1772.0840727920004,None,1772.0841466249985,1772.0841701250029,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_25_seed_1.png,43,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,0,0,0,0,0,44,44,44,1776.124397708998,,,,,,,,,,,,,,,,,,,,,,1776.0995786249987,1776.0997037089983,1776.0997202090002,1776.124397708998,1776.124397708998,1776.124397708998,1776.124397708998,1779.1220006669973,1779.1220006669973,1780.1013917500022,1,1,0.7137704989945632,0.17707179200078826,None,1780.1024595420022,1780.1026543749977,None,1780.102819833999,1780.1028887920038,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_441_seed_1.png,45,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,45,45,45,1780.1263843339984,,,,,,,,,,,,,,,,,,,,,,1780.1037522920014,1780.1039893339985,1780.1040113339986,1780.1263843339984,1780.1263843339984,1780.1263843339984,1780.1263843339984,1783.1184337919985,1783.1184337919985,1784.115038333999,1,1,1.2227789990065503,0.20703466699342243,None,1784.1156430839983,1784.1157230000026,None,1784.1158581249983,1784.1158982499983,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_440_seed_1.png,46,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,46,46,46,1784.1378109170037,,,,,,,,,,,,,,,,,,,,,,1784.1163499590039,1784.11650525,1784.1165222920026,1784.1378109170037,1784.1378109170037,1784.1378109170037,1784.1378109170037,1787.1360556670043,1787.1360556670043,1788.118524999998,1,1,0.7183710820027045,0.19297795899910852,None,1788.1199344170018,1788.1200892499983,None,1788.120229334003,1788.1202813749987,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_180_seed_1.png,47,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,47,47,47,1788.1427434590005,,,,,,,,,,,,,,,,,,,,,,1788.1209879169983,1788.1213417920007,1788.1213730840027,1788.1427434590005,1788.1427434590005,1788.1427434590005,1788.1427434590005,1791.134814459001,1791.134814459001,1792.1316908750014,1,1,0.9155398330040043,0.2088870829975349,None,1792.1322172090004,1792.132281541999,None,1792.132380959003,1792.1324132500013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_log_cabin1.jpg,48,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,48,48,48,1792.1463368749974,,,,,,,,,,,,,,,,,,,,,,1792.1327756669998,1792.1328892090023,1792.1329052919973,1792.1463368749974,1792.1463368749974,1792.1463368749974,1792.1463368749974,1795.1350987089972,1795.1350987089972,1796.1321742919972,1,1,1.0469440820015734,0.18791575000068406,None,1796.1328522090043,1796.1329303340026,None,1796.1330515840018,1796.1330918750027,None,1796.1439703340002,1796.1439703340002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,49,1,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,49,49,49,1796.1439703340002,,,,,,,,,,,,,,,,,,,,,,1796.1335441249976,1796.1336600840004,1796.1336766669992,1796.1439703340002,1796.1439703340002,1796.1439703340002,1796.1439703340002,1799.1341997920026,1799.1341997920026,1800.1317824590005,None,0,,,None,1800.132149834004,1800.132207417002,None,1800.1323086249977,1800.1323400000038,None,1800.1581381249998,1800.1581381249998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_339_seed_1.png,50,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,50,50,50,1800.1581381249998,,,,,,,,,,,,,,,,,,,,,,1800.1327268750028,1800.1328194169982,1800.1328358750034,1800.1581381249998,1800.1581381249998,1800.1581381249998,1800.1581381249998,1803.164587625004,1803.164587625004,1804.1344522919971,1,1,0.6521967909939121,0.1939295000047423,None,1804.1351085839997,1804.1351839999988,None,1804.135300916998,1804.1353396249979,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_84_seed_1.png,51,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,51,51,51,1804.159380459001,,,,,,,,,,,,,,,,,,,,,,1804.135791875,1804.135907625001,1804.135926709001,1804.159380459001,1804.159380459001,1804.159380459001,1804.159380459001,1807.1672233749996,1807.1672233749996,1808.1484447500043,1,1,0.9639384990005055,0.21798454200325068,None,1808.1490680839997,1808.1491416249992,None,1808.1492746669974,1808.1493222089994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_274_seed_1.png,52,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,52,52,52,1808.1747370840021,,,,,,,,,,,,,,,,,,,,,,1808.149770625001,1808.1499123340036,1808.1499282500008,1808.1747370840021,1808.1747370840021,1808.1747370840021,1808.1747370840021,1811.1816813339974,1811.1816813339974,1812.1514743340013,1,1,0.8795528740010923,0.19303670899535064,None,1812.152109417002,1812.1521847920012,None,1812.152300583999,1812.1523399170037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_244_seed_1.png,53,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,53,53,53,1812.1752092500028,,,,,,,,,,,,,,,,,,,,,,1812.1527701250016,1812.1528870420007,1812.1529060419998,1812.1752092500028,1812.1752092500028,1812.1752092500028,1812.1752092500028,1815.1677644169977,1815.1677644169977,1816.1675311670042,1,1,0.9251142909997725,0.21402608399512246,None,1816.1680500000002,1816.168109541999,None,1816.1682050000018,1816.1682362089996,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_158_2.png,54,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,54,54,54,1816.1928171250038,,,,,,,,,,,,,,,,,,,,,,1816.1685853340023,1816.168680584,1816.1686935840044,1816.1928171250038,1816.1928171250038,1816.1928171250038,1816.1928171250038,1819.1847597500018,1819.1847597500018,1820.1702367090038,1,1,0.9005759989959188,0.24091266700270353,None,1820.1708585000015,1820.1709316670022,None,1820.171050375,1820.1710898340025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_34_seed_1.png,55,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,55,55,55,1820.196900791998,,,,,,,,,,,,,,,,,,,,,,1820.1715396250002,1820.1716994590024,1820.1717155419974,1820.196900791998,1820.196900791998,1820.196900791998,1820.196900791998,1823.1868147920031,1823.1868147920031,1824.1848075000016,1,1,0.8434013750011218,0.19108112499816343,None,1824.1858620420026,1824.186036084,None,1824.186273667001,1824.1863723339993,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_132_seed_1.png,56,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,56,56,56,1824.2076466670042,,,,,,,,,,,,,,,,,,,,,,1824.1869877499994,1824.1870970840027,1824.1871108339983,1824.2076466670042,1824.2076466670042,1824.2076466670042,1824.2076466670042,1827.2022675000044,1827.2022675000044,1828.1985684590036,1,1,0.8317577499983599,0.1909091659981641,None,1828.1992447500015,1828.1993258750008,None,1828.199442666999,1828.1994824590001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_576_seed_1.png,57,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,57,57,57,1828.224897334003,,,,,,,,,,,,,,,,,,,,,,1828.1999537919983,1828.2000767920035,1828.2000927089975,1828.224897334003,1828.224897334003,1828.224897334003,1828.224897334003,1831.2343794999979,1831.2343794999979,1832.2015136670016,1,1,1.0745275410008617,0.2179140410007676,None,1832.2025666249974,1832.202697583998,None,1832.2028534170022,1832.2029120000007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_324_seed_1.png,58,0,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,58,58,58,1832.2263329170019,,,,,,,,,,,,,,,,,,,,,,1832.2036093339993,1832.2037362920018,1832.2037504590044,1832.2263329170019,1832.2263329170019,1832.2263329170019,1832.2263329170019,1835.2317629590034,1835.2317629590034,1836.2159089170018,1,1,0.9811140000019805,0.18188091599586187,None,1836.216816125001,1836.2169160420017,None,1836.2170629169996,1836.2171149589994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,59,1,0,0,0,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,1,0,1,0,0,15,15,15,1962.8610543340037,,,,,,,,,,,,,,,,,,,,,,1962.8365969590013,1962.8367097500013,1962.8367255420017,1962.8610543340037,1962.8610543340037,1962.8610543340037,1962.8610543340037,1965.865524959001,1965.865524959001,1966.8488329169995,1,1,0.7437923329998739,0.1760740829995484,None,1966.8493626670024,1966.849440124999,None,1966.8495492919974,1966.8495881249983,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_618_seed_1.png,16,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,16,16,16,1966.874728709001,,,,,,,,,,,,,,,,,,,,,,1966.8500286670023,1966.8501460420011,1966.8501622500044,1966.874728709001,1966.874728709001,1966.874728709001,1966.874728709001,1969.868835250003,1969.868835250003,1970.8524959999995,1,1,1.128112708000117,0.19212004099972546,None,1970.8530136249974,1970.8530751670041,None,1970.8531732920019,1970.853205667001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_13_seed_1.png,17,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,17,17,17,1970.8798862500043,,,,,,,,,,,,,,,,,,,,,,1970.853563124998,1970.853661209003,1970.8536742920041,1970.8798862500043,1970.8798862500043,1970.8798862500043,1970.8798862500043,1973.8822515420034,1973.8822515420034,1974.865609624998,1,1,0.8140284580003936,0.20493854099913733,None,1974.86612875,1974.866192667003,None,1974.8663045420035,1974.8663367089976,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_593_seed_1.png,18,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,18,18,18,1974.8882562090002,,,,,,,,,,,,,,,,,,,,,,1974.8667023750022,1974.8667988750021,1974.8668119170034,1974.8882562090002,1974.8882562090002,1974.8882562090002,1974.8882562090002,1977.8852647500025,1977.8852647500025,1978.870889042002,1,1,0.7886952909975662,0.18898849999823142,None,1978.8715337500034,1978.8716136669973,None,1978.8717343750031,1978.8717732500008,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,19,19,19,1978.8990020420024,,,,,,,,,,,,,,,,,,,,,,1978.8722056670013,1978.8723502920038,1978.872369042001,1978.8990020420024,1978.8990020420024,1978.8990020420024,1978.8990020420024,1981.8889948750002,1981.8889948750002,1982.8829347920037,None,0,,,None,1982.8841309589989,1982.884270292001,None,1982.8844066250022,1982.8844549589994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_66_seed_1.png,20,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,20,20,20,1982.9119102499972,,,,,,,,,,,,,,,,,,,,,,1982.8850735419983,1982.8853497090022,1982.8853670840035,1982.9119102499972,1982.9119102499972,1982.9119102499972,1982.9119102499972,1985.9179784169974,1985.9179784169974,1986.885811084001,1,1,0.7660770410002442,0.18592545799765503,None,1986.8864441250043,1986.8865236670026,None,1986.8866425840024,1986.8866835419976,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_343_seed_1.png,21,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,21,21,21,1986.912299167001,,,,,,,,,,,,,,,,,,,,,,1986.887186,1986.887304374999,1986.8873229169985,1986.912299167001,1986.912299167001,1986.912299167001,1986.912299167001,1989.9009072089975,1989.9009072089975,1990.9013326249988,1,1,0.9876295819994994,0.18804362499940908,None,1990.901955209003,1990.9020291670022,None,1990.9021482919998,1990.9021869999997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_47_seed_1.png,22,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,22,22,22,1990.9273609590018,,,,,,,,,,,,,,,,,,,,,,1990.9026330839988,1990.902757208998,1990.9027760840036,1990.9273609590018,1990.9273609590018,1990.9273609590018,1990.9273609590018,1993.9324332920005,1993.9324332920005,1994.9158149170034,1,1,1.0126297070019064,0.20092433399986476,None,1994.9164801250008,1994.9165607500036,None,1994.9166795420024,1994.9167193750036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/15_89.png,23,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,23,23,23,1994.9352551249976,,,,,,,,,,,,,,,,,,,,,,1994.9171935420018,1994.9173474999989,1994.917363749999,1994.9352551249976,1994.9352551249976,1994.9352551249976,1994.9352551249976,1997.9323425839975,1997.9323425839975,1998.9180885840033,1,1,0.9836889990037889,0.1870445419990574,None,1998.9187205420021,1998.918797792001,None,1998.9189125420016,1998.9189512500016,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_280_seed_1.png,24,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,24,24,24,1998.9432200419978,,,,,,,,,,,,,,,,,,,,,,1998.919377667,1998.919471084002,1998.9194824169972,1998.9432200419978,1998.9432200419978,1998.9432200419978,1998.9432200419978,2001.948974125,2001.948974125,2002.935526041998,1,1,0.9987615830032155,0.1979800829940359,None,2002.9361511250027,2002.9362242499992,None,2002.9363420419977,2002.9363827499983,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_445_seed_1.png,25,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,25,25,25,2002.9604367920037,,,,,,,,,,,,,,,,,,,,,,2002.9368176670032,2002.9369345840023,2002.9369505420036,2002.9604367920037,2002.9604367920037,2002.9604367920037,2002.9604367920037,2005.953587834003,2005.953587834003,2006.951521875002,1,1,0.902638373998343,0.20191233399964403,None,2006.9520225419983,2006.9520785420027,None,2006.952165458999,2006.9521944169974,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_677_seed_1.png,26,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,26,26,26,2006.9781168339978,,,,,,,,,,,,,,,,,,,,,,2006.9525088750015,2006.952594041999,2006.9526052919973,2006.9781168339978,2006.9781168339978,2006.9781168339978,2006.9781168339978,2009.9846450839977,2009.9846450839977,2010.9657507090014,1,1,1.0549301659993944,0.1869953749992419,None,2010.9663706670035,2010.9664610000036,None,2010.966578792002,2010.9666182090004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_16_seed_1.png,27,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,27,27,27,2010.9941676669987,,,,,,,,,,,,,,,,,,,,,,2010.967056166999,2010.9671921670015,2010.9672107919978,2010.9941676669987,2010.9941676669987,2010.9941676669987,2010.9941676669987,2013.9856466670026,2013.9856466670026,2014.9677777090037,1,1,0.8279099159990437,0.16096899999683956,None,2014.9680980839985,2014.9681367500016,None,2014.9681947920035,2014.9682142919992,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_530_seed_1.png,28,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,28,28,28,2014.9845497499991,,,,,,,,,,,,,,,,,,,,,,2014.968433916998,2014.9684926249975,2014.9685000840036,2014.9845497499991,2014.9845497499991,2014.9845497499991,2014.9845497499991,2017.9823430000033,2017.9823430000033,2018.9685395839988,2,0,1.5155230410018703,0.2079503749992,None,2018.9689816669998,2018.9690341250025,None,2018.969114874999,2018.9691412090033,None,2018.9933728750038,2018.9933728750038,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_134_seed_1.png,29,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,29,29,29,2018.9933728750038,,,,,,,,,,,,,,,,,,,,,,2018.9694710420008,2018.9695494999978,2018.9695606250025,2018.9933728750038,2018.9933728750038,2018.9933728750038,2018.9933728750038,2022.001354084001,2022.001354084001,2022.9824746250015,1,1,1.1597032490026322,0.1839696669994737,None,2022.9830970420007,2022.983172250002,None,2022.9833010840011,2022.9833404590026,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_pool1.jpg,30,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,30,30,30,2022.998829917,,,,,,,,,,,,,,,,,,,,,,2022.9837807500007,2022.9839001250002,2022.9839164170044,2022.998829917,2022.998829917,2022.998829917,2022.998829917,2026.0018740840023,2026.0018740840023,2026.9826269999976,1,1,1.2442629159995704,0.18702075000328477,None,2026.9832635839994,2026.9833492090038,None,2026.9834661249988,2026.9835036669974,None,2026.993786375002,2026.993786375002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,31,1,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,31,31,31,2026.993786375002,,,,,,,,,,,,,,,,,,,,,,2026.9839340420003,2026.9840463340006,2026.984062292002,2026.993786375002,2026.993786375002,2026.993786375002,2026.993786375002,2029.986125042,2029.986125042,2030.9828171670015,None,0,,,None,2030.9832499589975,2030.9833230419972,None,2030.9834461670034,2030.9834832499982,None,2031.012667791998,2031.012667791998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_591_seed_1.png,32,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,32,32,32,2031.012667791998,,,,,,,,,,,,,,,,,,,,,,2030.9839162920034,2030.9840291250002,2030.9840451670025,2031.012667791998,2031.012667791998,2031.012667791998,2031.012667791998,2034.0196554170034,2034.0196554170034,2034.9847065420036,1,1,1.123408624996955,0.20098475000122562,None,2034.9851559169983,2034.985209917002,None,2034.9852926250023,2034.9853202919985,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_523_seed_1.png,33,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,33,33,33,2035.0112538340036,,,,,,,,,,,,,,,,,,,,,,2034.9856216249973,2034.9857025419988,2034.9857137920044,2035.0112538340036,2035.0112538340036,2035.0112538340036,2035.0112538340036,2038.0184818749985,2038.0184818749985,2038.9858407499996,1,1,1.3198769160007942,0.18518887500249548,None,2038.9864698340025,2038.9865462919988,None,2038.9866638340027,2038.9867040840036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_184_seed_1.png,34,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,34,34,34,2039.011395792004,,,,,,,,,,,,,,,,,,,,,,2038.9871353339986,2038.9872562090022,2038.9872752919982,2039.011395792004,2039.011395792004,2039.011395792004,2039.011395792004,2042.0177994999976,2042.0177994999976,2042.9992734589978,1,1,0.9017682490011794,0.18401508399983868,None,2042.9997934589992,2042.9998565420028,None,2042.9999515000018,2042.99998375,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_54_seed_1.png,35,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,35,35,35,2043.0257925000042,,,,,,,,,,,,,,,,,,,,,,2043.000337958998,2043.0004341669992,2043.0004470839995,2043.0257925000042,2043.0257925000042,2043.0257925000042,2043.0257925000042,2046.018792709001,2046.018792709001,2047.001072334002,1,1,0.8783648329990683,0.18601508300343994,None,2047.0021246250035,2047.002227375,None,2047.0023582499998,2047.0024002920036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_585_seed_1.png,36,0,1,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,36,36,36,2047.0251416669998,,,,,,,,,,,,,,,,,,,,,,2047.002911292002,2047.0030439170005,2047.0030605840002,2047.0251416669998,2047.0251416669998,2047.0251416669998,2047.0251416669998,2050.020647917001,2050.020647917001,2051.0040003340036,2,1,0.9659636249998584,0.1919677080004476,None,2051.004609042,2051.004676124998,None,2051.0047744589974,2051.0048116670005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/19_56.png,37,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,37,37,37,2051.020702959002,,,,,,,,,,,,,,,,,,,,,,2051.005188834002,2051.005316667004,2051.005330084001,2051.020702959002,2051.020702959002,2051.020702959002,2051.020702959002,2054.035033084001,2054.035033084001,2055.015983958998,1,1,0.9264861660049064,0.2019003339955816,None,2055.0166253749994,2055.016701667002,None,2055.016821625002,2055.016861791999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_22_seed_1.png,38,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,38,38,38,2055.0454536250036,,,,,,,,,,,,,,,,,,,,,,2055.0173048750003,2055.017435667003,2055.017454708999,2055.0454536250036,2055.0454536250036,2055.0454536250036,2055.0454536250036,2058.038465292004,2058.038465292004,2059.022750584001,1,1,1.0297215829996276,0.1970128749962896,None,2059.023472708999,2059.023550334001,None,2059.023665624998,2059.023704291998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_242_seed_1.png,39,0,1,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 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71]",,,,,1,0,1,0,0,43,43,43,2075.0989248749975,,,,,,,,,,,,,,,,,,,,,,2075.071718416999,2075.071881750002,2075.0718987919972,2075.0989248749975,2075.0989248749975,2075.0989248749975,2075.0989248749975,2078.101823834004,2078.101823834004,2079.082634999999,1,1,1.3443404999998165,0.19922079100069823,None,2079.083152291998,2079.0832141670035,None,2079.083323375002,2079.0833564589993,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_558_seed_1.png,44,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,44,44,44,2079.1092850420027,,,,,,,,,,,,,,,,,,,,,,2079.083731833998,2079.0838514589996,2079.0838649590005,2079.1092850420027,2079.1092850420027,2079.1092850420027,2079.1092850420027,2082.1159145420024,2082.1159145420024,2083.0844757919986,2,0,1.590033291002328,0.19298866700410144,None,2083.0850469590005,2083.0851120000007,None,2083.085214874998,2083.0852485840005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_54_seed_1.png,45,0,1,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,45,45,45,2083.1087824999995,,,,,,,,,,,,,,,,,,,,,,2083.085618500001,2083.0857146670023,2083.0857276250026,2083.1087824999995,2083.1087824999995,2083.1087824999995,2083.1087824999995,2086.102435917004,2086.102435917004,2087.099482874997,2,1,0.9824483330012299,0.17306824999832315,None,2087.100097542003,2087.100182791997,None,2087.100298917001,2087.100337959004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_474_seed_1.png,46,0,1,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,46,46,46,2087.1252635420024,,,,,,,,,,,,,,,,,,,,,,2087.100785625,2087.100905459003,2087.100924709004,2087.1252635420024,2087.1252635420024,2087.1252635420024,2087.1252635420024,2090.1192301670017,2090.1192301670017,2091.102409625004,2,1,0.8810721240006387,0.15204587500193156,None,2091.103453584001,2091.1036302089997,None,2091.1037934589986,2091.1038561669993,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_726_seed_1.png,47,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,47,47,47,2091.131577291999,,,,,,,,,,,,,,,,,,,,,,2091.1046266249978,2091.105002959004,2091.1050686669987,2091.131577291999,2091.131577291999,2091.131577291999,2091.131577291999,2094.119252000004,2094.119252000004,2095.1162138340005,1,1,0.9347564580020844,0.20904745799634838,None,2095.116872958999,2095.1169521670017,None,2095.117071542001,2095.1171225840008,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_195_seed_1.png,48,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,48,48,48,2095.145272458998,,,,,,,,,,,,,,,,,,,,,,2095.117592499999,2095.117731874998,2095.1177478340032,2095.145272458998,2095.145272458998,2095.145272458998,2095.145272458998,2098.1359319589974,2098.1359319589974,2099.119509584001,1,1,1.2700739159990917,0.20101304099807749,None,2099.120167125002,2099.1202473340018,None,2099.1203637090002,2099.1204035420014,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_24_seed_1.png,49,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,49,49,49,2099.145743041998,,,,,,,,,,,,,,,,,,,,,,2099.1208414170032,2099.1209644170012,2099.1209802919984,2099.145743041998,2099.145743041998,2099.145743041998,2099.145743041998,2102.1353167920024,2102.1353167920024,2103.1353393750032,1,1,1.0105292070002179,0.39702150000084657,None,2103.1357495420016,2103.1357991250043,None,2103.1358744590034,2103.135898624998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_581_seed_1.png,50,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,50,50,50,2103.1609655420034,,,,,,,,,,,,,,,,,,,,,,2103.1361697090033,2103.136256042002,2103.1362654999975,2103.1609655420034,2103.1609655420034,2103.1609655420034,2103.1609655420034,2106.1660550419983,2106.1660550419983,2107.137247167004,1,1,0.8193555820034817,0.16805120899516623,None,2107.1382764590016,2107.1384499589985,None,2107.1386833750003,2107.1387849169987,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_403_seed_1.png,51,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,51,51,51,2107.1642501669994,,,,,,,,,,,,,,,,,,,,,,2107.1396496250018,2107.1400174590017,2107.140060958998,2107.1642501669994,2107.1642501669994,2107.1642501669994,2107.1642501669994,2110.1526757500033,2110.1526757500033,2111.149373084001,1,1,0.9581668320024619,0.15895470899704378,None,2111.150022875001,2111.1500995840033,None,2111.1502150000015,2111.1502537920023,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_72_seed_1.png,52,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,52,52,52,2111.175020292001,,,,,,,,,,,,,,,,,,,,,,2111.1506874589977,2111.150822292002,2111.150838624999,2111.175020292001,2111.175020292001,2111.175020292001,2111.175020292001,2114.168841999999,2114.168841999999,2115.1532079590033,1,1,0.9773166660015704,0.1810719999994035,None,2115.154431791998,2115.154527958999,None,2115.1546182500024,2115.1546532499997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_638_seed_1.png,53,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,53,53,53,2115.180198834001,,,,,,,,,,,,,,,,,,,,,,2115.1550364170034,2115.1551770419974,2115.1551885419976,2115.180198834001,2115.180198834001,2115.180198834001,2115.180198834001,2118.1827389169994,2118.1827389169994,2119.1663043750013,1,1,1.068203540999093,0.18695633300376358,None,2119.1668708750003,2119.166940709001,None,2119.167040250002,2119.167073958997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_205_seed_1.png,54,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,54,54,54,2119.1911283340014,,,,,,,,,,,,,,,,,,,,,,2119.167486584003,2119.167586542004,2119.167599334003,2119.1911283340014,2119.1911283340014,2119.1911283340014,2119.1911283340014,2122.188888042001,2122.188888042001,2123.1692089999997,1,1,0.9792318330000853,0.1540572500016424,None,2123.1702804590022,2123.1703781670003,None,2123.1704569170033,2123.1704903749996,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_197_seed_1.png,55,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,55,55,55,2123.197426708997,,,,,,,,,,,,,,,,,,,,,,2123.1708392500004,2123.1709582500043,2123.1709681249995,2123.197426708997,2123.197426708997,2123.197426708997,2123.197426708997,2126.1872972920028,2126.1872972920028,2127.1850612920025,1,1,0.9980048739962513,0.19294741700286977,None,2127.185880083998,2127.1859762919994,None,2127.1861289169974,2127.186178459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,56,1,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,56,56,56,2127.199050000003,,,,,,,,,,,,,,,,,,,,,,2127.1867759590023,2127.186964166998,2127.1869845839974,2127.199050000003,2127.199050000003,2127.199050000003,2127.199050000003,2130.186362500004,2130.186362500004,2131.1862519170027,None,0,,,None,2131.1869932089976,2131.1871523340014,None,2131.1873180420007,2131.1873774589985,None,2131.215541958998,2131.215541958998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_423_seed_1.png,57,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,57,57,57,2131.215541958998,,,,,,,,,,,,,,,,,,,,,,2131.188192583999,2131.1883679169987,2131.188390042,2131.215541958998,2131.215541958998,2131.215541958998,2131.215541958998,2134.202318417003,2134.202318417003,2135.202294625,2,0,1.6568762069946388,0.1720517089997884,None,2135.2032151250023,2135.203355167003,None,2135.2034935839984,2135.2035460000043,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_491_seed_1.png,58,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,58,58,58,2135.2307285839997,,,,,,,,,,,,,,,,,,,,,,2135.2043065420003,2135.204463959002,2135.204489208998,2135.2307285839997,2135.2307285839997,2135.2307285839997,2135.2307285839997,2138.218902708999,2138.218902708999,2139.2162596670023,1,1,0.698785291002423,0.19390062500315253,None,2139.2169264999975,2139.2170052500005,None,2139.217121667003,2139.2171622500027,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_707_seed_1.png,59,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,59,59,59,2139.2447732090004,,,,,,,,,,,,,,,,,,,,,,2139.2176489589983,2139.2177953749997,2139.217811250004,2139.2447732090004,2139.2447732090004,2139.2447732090004,2139.2447732090004,2142.249477792,2142.249477792,2143.219097375004,1,1,0.7867322500023874,0.16892120800184784,None,2143.2197186249978,2143.2197935000004,None,2143.219912917004,2143.2199520840004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_455_seed_1.png,60,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,60,60,60,2143.245019709,,,,,,,,,,,,,,,,,,,,,,2143.2204145840005,2143.2205363340036,2143.220556,2143.245019709,2143.245019709,2143.245019709,2143.245019709,2146.2494412919987,2146.2494412919987,2147.2357893750013,1,1,0.9944927079995978,0.18894379200355615,None,2147.236150208999,2147.236194459001,None,2147.2362611670032,2147.2362832090002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_668_seed_1.png,61,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,61,61,61,2147.2608385839994,,,,,,,,,,,,,,,,,,,,,,2147.2365249170034,2147.236608584004,2147.236617417002,2147.2608385839994,2147.2608385839994,2147.2608385839994,2147.2608385839994,2150.252988250002,2150.252988250002,2151.2525739589983,1,1,1.0156159160032985,0.17111904199555283,None,2151.2536237919994,2151.2537914999994,None,2151.253958292,2151.2540211250016,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_285_seed_1.png,62,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,62,62,62,2151.2781433749988,,,,,,,,,,,,,,,,,,,,,,2151.2548208750013,2151.2551843340043,2151.255224834,2151.2781433749988,2151.2781433749988,2151.2781433749988,2151.2781433749988,2154.2697266250034,2154.2697266250034,2155.268425167,1,1,1.19743512399873,0.14900283300084993,None,2155.2693198749985,2155.269423209,None,2155.2695247090014,2155.269562250003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_6_seed_1.png,63,0,0,0,1,4,1,"[9, 19, 31, 42, 56, 68, 69, 70, 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13h23.30.661404 -0400, +blank.jpg,69,1,0,1,1,4,0,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,69,69,69,2179.3496725000005,,,,,,,,,,,,,,,,,,,,,,2179.3360703340004,2179.3361389170022,2179.3361485839996,2179.3496725000005,2179.3496725000005,2179.3496725000005,2179.3496725000005,2182.349567958998,2182.349567958998,2183.3365346670034,None,0,,,None,2183.336983292,2198.470735750001,1,2198.471346999999,2216.9045202920024,equal,2183.3541610419998,2183.3541610419998,2183.3541610419998,2183.3541610419998,15.107618832997105,None,2198.4831910420035,2198.4831910420035,18.41658266599552,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,1,0,1,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_248_seed_1.png,0,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,2,0,2,0,0,2,2,2,2224.961178042002,,,,,,,,,,,,,,,,,,,,,,2224.939986917001,2224.9400870000027,2224.9401002919985,2224.961178042002,2224.961178042002,2224.961178042002,2224.961178042002,2227.969331542001,2227.969331542001,2228.949841792004,1,1,0.836670333002985,0.1589934160001576,None,2228.9504976250028,2228.9505750840035,None,2228.950694459003,2228.950732709003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_669_seed_1.png,3,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,3,3,3,2228.9783840419987,,,,,,,,,,,,,,,,,,,,,,2228.9512719589984,2228.9514362920017,2228.951459459,2228.9783840419987,2228.9783840419987,2228.9783840419987,2228.9783840419987,2231.985396666998,2231.985396666998,2232.952804917004,1,1,0.776397873996757,0.14401654199900804,None,2232.9534218749977,2232.953497084003,None,2232.9536154590023,2232.9536563340007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_685_seed_1.png,4,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,4,4,4,2232.9761454590043,,,,,,,,,,,,,,,,,,,,,,2232.954087792001,2232.9542057090002,2232.9542215000038,2232.9761454590043,2232.9761454590043,2232.9761454590043,2232.9761454590043,2235.9696617500013,2235.9696617500013,2236.9686126250017,1,1,1.927634373998444,0.222061542001029,None,2236.969189125004,2236.9692593750005,None,2236.969358000002,2236.9693914590025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_718_seed_1.png,5,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,5,5,5,2236.996781333997,,,,,,,,,,,,,,,,,,,,,,2236.969770459,2236.969867,2236.969882792,2236.996781333997,2236.996781333997,2236.996781333997,2236.996781333997,2240.0026207089977,2240.0026207089977,2240.985495834,1,1,1.1819704990048194,0.20113008399493992,None,2240.985941459003,2240.9859940000024,None,2240.9860751250017,2240.986102916999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_623_seed_1.png,6,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,6,6,6,2241.0106679590026,,,,,,,,,,,,,,,,,,,,,,2240.9864099589977,2240.986494334,2240.9865053750036,2241.0106679590026,2241.0106679590026,2241.0106679590026,2241.0106679590026,2244.0164162090005,2244.0164162090005,2245.0000112499984,1,1,0.9390929580040392,0.17299991699837847,None,2245.0006683340034,2245.0007479999986,None,2245.000883917004,2245.0009236250044,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_485_seed_1.png,7,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,7,7,7,2245.0286201249983,,,,,,,,,,,,,,,,,,,,,,2245.0013958749987,2245.001543874998,2245.001560417004,2245.0286201249983,2245.0286201249983,2245.0286201249983,2245.0286201249983,2248.0227160840004,2248.0227160840004,2249.0034030840034,1,1,1.2832739990044502,0.20473091699386714,None,2249.004012958998,2249.004087334004,None,2249.0042018750028,2249.0042412090042,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_254_seed_1.png,8,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,8,8,8,2249.0286926249973,,,,,,,,,,,,,,,,,,,,,,2249.0046622090013,2249.004781084004,2249.0047970419982,2249.0286926249973,2249.0286926249973,2249.0286926249973,2249.0286926249973,2252.0200197500017,2252.0200197500017,2253.005148834003,1,1,1.0641534160022275,0.1900171249944833,None,2253.0055930419985,2253.005650459003,None,2253.005736459003,2253.0057638750004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,9,9,9,2253.015877500002,,,,,,,,,,,,,,,,,,,,,,2253.006098042002,2253.006197292001,2253.0062103340024,2253.015877500002,2253.015877500002,2253.015877500002,2253.015877500002,2256.0165412920032,2256.0165412920032,2257.0037584590027,None,0,,,None,2257.004128667002,2257.0041872500005,None,2257.0042883339993,2257.0043207499984,None,2257.028135291999,2257.028135291999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_694_seed_1.png,10,0,1,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,10,10,10,2257.028135291999,,,,,,,,,,,,,,,,,,,,,,2257.0046797920004,2257.004770917003,2257.0047835419973,2257.028135291999,2257.028135291999,2257.028135291999,2257.028135291999,2260.033345834003,2260.033345834003,2261.016541666999,2,1,1.5607089580007596,0.20708845800254494,None,2261.017160042,2261.017234167004,None,2261.0173534999994,2261.017392624999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_317_seed_1.png,11,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,11,11,11,2261.0410076670014,,,,,,,,,,,,,,,,,,,,,,2261.0178285420043,2261.0179560000033,2261.017972834001,2261.0410076670014,2261.0410076670014,2261.0410076670014,2261.0410076670014,2264.0499620839983,2264.0499620839983,2265.0198966669996,1,1,0.66887445699831,0.22307512500265148,None,2265.0205134589996,2265.020588166997,None,2265.0207035420026,2265.0207420000006,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_670_seed_1.png,12,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,12,12,12,2265.049925749998,,,,,,,,,,,,,,,,,,,,,,2265.0211675419996,2265.0213158749975,2265.0213367920005,2265.049925749998,2265.049925749998,2265.049925749998,2265.049925749998,2268.0499260840006,2268.0499260840006,2269.035949625002,1,1,1.4219480000028852,0.17309137499978533,None,2269.03712275,2269.037419500004,None,2269.0376289999986,2269.037670999998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_159_seed_1.png,13,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,13,13,13,2269.0598362500023,,,,,,,,,,,,,,,,,,,,,,2269.038060167004,2269.038150583998,2269.0381626669987,2269.0598362500023,2269.0598362500023,2269.0598362500023,2269.0598362500023,2272.0690746670007,2272.0690746670007,2273.038476583999,1,1,0.8131616239988944,0.1988961669994751,None,2273.0389207089975,2273.0389760840044,None,2273.0390587919974,2273.039086292003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_79_seed_1.png,14,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,14,14,14,2273.0632796249993,,,,,,,,,,,,,,,,,,,,,,2273.0394132919973,2273.0395097090004,2273.039522625004,2273.0632796249993,2273.0632796249993,2273.0632796249993,2273.0632796249993,2276.066662584002,2276.066662584002,2277.0529476250013,1,1,1.2286114160015131,0.18001299999741605,None,2277.053845209004,2277.0539555420037,None,2277.054085542004,2277.0541398749992,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_450_seed_1.png,15,0,1,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,15,15,15,2277.077591084002,,,,,,,,,,,,,,,,,,,,,,2277.054791084003,2277.0549443339987,2277.0549610000016,2277.077591084002,2277.077591084002,2277.077591084002,2277.077591084002,2280.0700355419976,2280.0700355419976,2281.066717458998,2,1,0.9184135410032468,0.17790795800101478,None,2281.0673339589994,2281.0674126250015,None,2281.067527291998,2281.067565834004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_381_seed_1.png,16,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,2,0,2,0,0,21,21,21,2301.1277277089976,,,,,,,,,,,,,,,,,,,,,,2301.101518125004,2301.101637583997,2301.1016535840026,2301.1277277089976,2301.1277277089976,2301.1277277089976,2301.1277277089976,2304.120458917001,2304.120458917001,2305.103659542001,1,1,1.2082928329982678,0.16209770800196566,None,2305.104270459,2305.104344291998,None,2305.104461625,2305.104500041998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_189_seed_1.png,22,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,22,22,22,2305.1308040000004,,,,,,,,,,,,,,,,,,,,,,2305.104921375001,2305.1050424589994,2305.105058375004,2305.1308040000004,2305.1308040000004,2305.1308040000004,2305.1308040000004,2308.1202228340044,2308.1202228340044,2309.116773959002,1,1,1.1872659569999087,0.1900750839995453,None,2309.1172818749983,2309.117343750004,None,2309.1174364590042,2309.117467666998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_61_seed_1.png,23,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,23,23,23,2309.1414371249994,,,,,,,,,,,,,,,,,,,,,,2309.1178470000013,2309.1179431670025,2309.1179563339974,2309.1414371249994,2309.1414371249994,2309.1414371249994,2309.1414371249994,2312.150149125002,2312.150149125002,2313.119140584,1,1,1.491612582001835,0.18098224999994272,None,2313.1199496249974,2313.120048083998,None,2313.1201662919993,2313.1202072919987,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_580_seed_1.png,24,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,24,24,24,2313.144668959001,,,,,,,,,,,,,,,,,,,,,,2313.120681667002,2313.1208040420024,2313.120820791999,2313.144668959001,2313.144668959001,2313.144668959001,2313.144668959001,2316.1501422500005,2316.1501422500005,2317.136121042,1,1,0.8704671239975141,0.17999395900551463,None,2317.1367328339984,2317.136809542004,None,2317.1369276250043,2317.136966209,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_229_seed_1.png,25,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,25,25,25,2317.163118167002,,,,,,,,,,,,,,,,,,,,,,2317.1374132089986,2317.137531166998,2317.137549250001,2317.163118167002,2317.163118167002,2317.163118167002,2317.163118167002,2320.1533772500043,2320.1533772500043,2321.150321250003,1,1,0.8389611660022638,0.16496804199414328,None,2321.1509785419985,2321.151061167002,None,2321.1511949589985,2321.1512339170004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_139_seed_1.png,26,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,26,26,26,2321.1796585420016,,,,,,,,,,,,,,,,,,,,,,2321.151705959004,2321.1518714999984,2321.1518879590003,2321.1796585420016,2321.1796585420016,2321.1796585420016,2321.1796585420016,2324.1700250840004,2324.1700250840004,2325.1539742919995,1,1,1.2454475409977022,0.19495675000507617,None,2325.1545955839974,2325.15467625,None,2325.154796750001,2325.154836624999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_icerink1.jpg,27,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,27,27,27,2325.1695899999977,,,,,,,,,,,,,,,,,,,,,,2325.1552956669984,2325.155416709,2325.155432917003,2325.1695899999977,2325.1695899999977,2325.1695899999977,2325.1695899999977,2328.1689291669973,2328.1689291669973,2329.1534742919976,1,1,1.2524464990056003,0.20299666699429508,None,2329.153985375,2329.1540511670028,None,2329.1541460840017,2329.154178124998,None,2329.1850326249987,2329.1850326249987,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_469_seed_1.png,28,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,28,28,28,2329.1850326249987,,,,,,,,,,,,,,,,,,,,,,2329.154570708997,2329.1546656249993,2329.1546785840037,2329.1850326249987,2329.1850326249987,2329.1850326249987,2329.1850326249987,2332.186518084003,2332.186518084003,2333.166908334002,1,1,1.1560512500000186,0.15713962500012713,None,2333.1675392920006,2333.167612958998,None,2333.1677454590026,2333.1677873340013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,29,1,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,29,29,29,2333.178929667003,,,,,,,,,,,,,,,,,,,,,,2333.168240167004,2333.1683575839998,2333.1683761250024,2333.178929667003,2333.178929667003,2333.178929667003,2333.178929667003,2336.183822291998,2336.183822291998,2337.1671571670013,None,0,,,None,2337.167563584,2337.167626667004,None,2337.1677291250016,2337.167761083998,None,2337.1924936249998,2337.1924936249998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_448_seed_1.png,30,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,30,30,30,2337.1924936249998,,,,,,,,,,,,,,,,,,,,,,2337.1681825839987,2337.168274459,2337.168287500004,2337.1924936249998,2337.1924936249998,2337.1924936249998,2337.1924936249998,2340.2003212920026,2340.2003212920026,2341.1697757090005,1,1,1.84968587399635,0.19496312500268687,None,2341.1704133340027,2341.170491750003,None,2341.1706110000014,2341.1706511250013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_44_seed_1.png,31,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,31,31,31,2341.198583958998,,,,,,,,,,,,,,,,,,,,,,2341.171099500003,2341.1712185420038,2341.171234542002,2341.198583958998,2341.198583958998,2341.198583958998,2341.198583958998,2344.200246583998,2344.200246583998,2345.1857165000038,1,1,0.993646583003283,0.19999083299626363,None,2345.1867684169993,2345.18689325,None,2345.1870540419986,2345.187117499998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_736_seed_1.png,32,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,32,32,32,2345.2133337920022,,,,,,,,,,,,,,,,,,,,,,2345.187921042001,2345.1882691249994,2345.1882897500036,2345.2133337920022,2345.2133337920022,2345.2133337920022,2345.2133337920022,2348.203631917,2348.203631917,2349.2002007089977,1,1,1.3009125410026172,0.20097250000253553,None,2349.2007081249976,2349.200778958999,None,2349.2008815419977,2349.200915041998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_396_seed_1.png,33,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,33,33,33,2349.22636375,,,,,,,,,,,,,,,,,,,,,,2349.201268625002,2349.201379334001,2349.201392584,2349.22636375,2349.22636375,2349.22636375,2349.22636375,2352.2356605000023,2352.2356605000023,2353.203565875003,1,1,1.1808264579958632,0.20000141600030474,None,2353.204184084003,2353.2042602500005,None,2353.2043770419987,2353.2044157920027,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_216_seed_1.png,34,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,34,34,34,2353.231027333997,,,,,,,,,,,,,,,,,,,,,,2353.204854084004,2353.204972959,2353.204989209,2353.231027333997,2353.231027333997,2353.231027333997,2353.231027333997,2356.222518499999,2356.222518499999,2357.216693000002,1,1,0.8852221659981296,0.20295283399900654,None,2357.2172500840024,2357.21731575,None,2357.217415291998,2357.217447625,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_150_seed_1.png,35,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,35,35,35,2357.2422386670005,,,,,,,,,,,,,,,,,,,,,,2357.2178241250003,2357.2179426250004,2357.2179558749995,2357.2422386670005,2357.2422386670005,2357.2422386670005,2357.2422386670005,2360.253129334,2360.253129334,2361.2357792500043,1,1,0.9170127079996746,0.17104316600307357,None,2361.2366712919975,2361.236784708999,None,2361.236915209003,2361.2369737499976,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_75_seed_1.png,36,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,36,36,36,2361.263320625003,,,,,,,,,,,,,,,,,,,,,,2361.2376920840034,2361.2380167500014,2361.238059125004,2361.263320625003,2361.263320625003,2361.263320625003,2361.263320625003,2364.267026624999,2364.267026624999,2365.253268500004,1,1,0.8369688739985577,0.19602375000249594,None,2365.2543121249983,2365.254405708998,None,2365.2544927920026,2365.254522959003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_164_seed_1.png,37,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,37,37,37,2365.2778519170024,,,,,,,,,,,,,,,,,,,,,,2365.2548964169982,2365.254994959003,2365.255006625004,2365.2778519170024,2365.2778519170024,2365.2778519170024,2365.2778519170024,2368.2699235000036,2368.2699235000036,2369.2559107920024,1,1,0.6633712070033653,0.19501279199903365,None,2369.256958500002,2369.2570942500024,None,2369.2572619170023,2369.2573356249995,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_105_seed_1.png,38,0,0,0,2,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,3,0,3,0,0,1,1,1,2546.261699834002,,,,,,,,,,,,,,,,,,,,,,2546.236716542,2546.2368313749976,2546.236847500004,2546.261699834002,2546.261699834002,2546.261699834002,2546.261699834002,2549.2702616669994,2549.2702616669994,2550.237665834,1,1,0.988230791001115,0.1941655830014497,None,2550.2381142500017,2550.2381676669975,None,2550.238249916998,2550.238276834003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_529_seed_1.png,2,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,2,2,2,2550.260772292,,,,,,,,,,,,,,,,,,,,,,2550.238573167,2550.2392753750028,2550.2392935419994,2550.260772292,2550.260772292,2550.260772292,2550.260772292,2553.267815250001,2553.267815250001,2554.251074833999,1,1,0.8262055000013788,0.1929883329939912,None,2554.2514942499984,2554.2515417920004,None,2554.251604875004,2554.2516261249984,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_174_seed_1.png,3,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,3,3,3,2554.2771000420034,,,,,,,,,,,,,,,,,,,,,,2554.251883124998,2554.252627959002,2554.252642542,2554.2771000420034,2554.2771000420034,2554.2771000420034,2554.2771000420034,2557.2708845840025,2557.2708845840025,2558.2554048750026,1,1,0.76477916600561,0.20107579099567374,None,2558.255792249998,2558.2558407090037,None,2558.255911166998,2558.2559359169973,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_332_seed_1.png,4,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,4,4,4,2558.278423292002,,,,,,,,,,,,,,,,,,,,,,2558.2562055000017,2558.2562825420027,2558.256292209,2558.278423292002,2558.278423292002,2558.278423292002,2558.278423292002,2561.284186292003,2561.284186292003,2562.267721875003,1,1,0.8634869160014205,0.16808195799967507,None,2562.2682332500044,2562.2682992089976,None,2562.268396959,2562.2684282089976,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_577_seed_1.png,5,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,5,5,5,2562.2915959169986,,,,,,,,,,,,,,,,,,,,,,2562.268776750003,2562.2688884169984,2562.2689015840006,2562.2915959169986,2562.2915959169986,2562.2915959169986,2562.2915959169986,2565.3009361250006,2565.3009361250006,2566.270750249998,1,1,1.8364069989984273,0.1949730839987751,None,2566.271285333998,2566.2713515840005,None,2566.2714462500007,2566.2714776670036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_502_seed_1.png,6,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,6,6,6,2566.2926806670002,,,,,,,,,,,,,,,,,,,,,,2566.2718306669994,2566.2719349590043,2566.2719479590014,2566.2926806670002,2566.2926806670002,2566.2926806670002,2566.2926806670002,2569.3052104590024,2569.3052104590024,2570.285967542004,1,1,0.8953227070014691,0.14491925000038464,None,2570.2865929590043,2570.2866801249984,None,2570.2867990000013,2570.2868370840006,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_692_seed_1.png,7,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,7,7,7,2570.3121877919984,,,,,,,,,,,,,,,,,,,,,,2570.287384000003,2570.287533374998,2570.2875533749975,2570.3121877919984,2570.3121877919984,2570.3121877919984,2570.3121877919984,2573.3197599589985,2573.3197599589985,2574.3010870840008,1,1,0.8378191250012605,0.39911554099671775,None,2574.301741125004,2574.3018184169996,None,2574.301950209003,2574.301993041998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_732_seed_1.png,8,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,8,8,8,2574.3262812500034,,,,,,,,,,,,,,,,,,,,,,2574.302461542,2574.302581584001,2574.3025973339973,2574.3262812500034,2574.3262812500034,2574.3262812500034,2574.3262812500034,2577.3343453749985,2577.3343453749985,2578.304589166997,1,1,1.1097164989987505,0.17501104199618567,None,2578.305347499998,2578.305439333999,None,2578.3055914590004,2578.3056403750015,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,9,9,9,2578.316964874997,,,,,,,,,,,,,,,,,,,,,,2578.3061862500035,2578.306338250004,2578.306358583999,2578.316964874997,2578.316964874997,2578.316964874997,2578.316964874997,2581.317694958998,2581.317694958998,2582.3011526670016,None,0,,,None,2582.301527292002,2582.301588292001,None,2582.3017030839983,2582.3017369590016,None,2582.3257071249973,2582.3257071249973,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_109_seed_1.png,10,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,10,10,10,2582.3257071249973,,,,,,,,,,,,,,,,,,,,,,2582.302090459001,2582.3021819999994,2582.3021950839975,2582.3257071249973,2582.3257071249973,2582.3257071249973,2582.3257071249973,2585.3344772089986,2585.3344772089986,2586.303906916997,1,1,1.404342624002311,0.19597800000337884,None,2586.304419459004,2586.304483084001,None,2586.3045771670004,2586.304609250001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_673_seed_1.png,11,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,11,11,11,2586.3300399590007,,,,,,,,,,,,,,,,,,,,,,2586.305629542003,2586.305729708998,2586.3057427919994,2586.3300399590007,2586.3300399590007,2586.3300399590007,2586.3300399590007,2589.320840250002,2589.320840250002,2590.3178293340025,1,1,0.8069532489971607,0.17511162500159116,None,2590.3184902089997,2590.3185706250006,None,2590.318688584004,2590.318728541999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_423_seed_1.png,12,0,1,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,12,12,12,2590.342778459002,,,,,,,,,,,,,,,,,,,,,,2590.319197083998,2590.319315458997,2590.319331167004,2590.342778459002,2590.342778459002,2590.342778459002,2590.342778459002,2593.3536137499977,2593.3536137499977,2594.3202954590015,2,1,1.1003167909948388,0.17692441700637573,None,2594.3208586670007,2594.3209262500022,None,2594.3210221249974,2594.3210550000003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_276_seed_1.png,13,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,13,13,13,2594.3459663340036,,,,,,,,,,,,,,,,,,,,,,2594.321414584003,2594.3215118340013,2594.3215246670006,2594.3459663340036,2594.3459663340036,2594.3459663340036,2594.3459663340036,2597.3510723340005,2597.3510723340005,2598.3369675840004,1,1,1.0651455409970367,0.16090779100341024,None,2598.337410125001,2598.337463459,None,2598.337543583999,2598.3375709590036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_294_seed_1.png,14,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,14,14,14,2598.3605002090044,,,,,,,,,,,,,,,,,,,,,,2598.3378823750027,2598.337964999999,2598.337976333998,2598.3605002090044,2598.3605002090044,2598.3605002090044,2598.3605002090044,2601.3583734170024,2601.3583734170024,2602.3510535000023,1,1,1.1025547070021275,0.1260690839990275,None,2602.3516609170038,2602.3517472500025,None,2602.351867792,2602.3519057500016,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_241_seed_1.png,15,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,3,0,3,0,0,23,23,23,2634.4475497919993,,,,,,,,,,,,,,,,,,,,,,2634.422413500004,2634.4225102499986,2634.422521792003,2634.4475497919993,2634.4475497919993,2634.4475497919993,2634.4475497919993,2637.453122250001,2637.453122250001,2638.435931250002,1,1,0.8636529989962582,0.1970519169990439,None,2638.436779459,2638.4368752090013,None,2638.437000124999,2638.4370452500007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_198_seed_1.png,24,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,24,24,24,2638.4620965420036,,,,,,,,,,,,,,,,,,,,,,2638.4376581670003,2638.4379026250026,2638.4379201249976,2638.4620965420036,2638.4620965420036,2638.4620965420036,2638.4620965420036,2641.469552333998,2641.469552333998,2642.451277209002,1,1,1.3151866660045926,0.18384870799491182,None,2642.451788874998,2642.451868834003,None,2642.451979917001,2642.452012875001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_208_seed_1.png,25,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,25,25,25,2642.475325416999,,,,,,,,,,,,,,,,,,,,,,2642.452373125001,2642.452483375004,2642.4524965419987,2642.475325416999,2642.475325416999,2642.475325416999,2642.475325416999,2645.470811250001,2645.470811250001,2646.455118334001,1,1,1.2899637909940793,0.309979249999742,None,2646.4557300419983,2646.4558045000012,None,2646.455921959001,2646.4559611669974,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_215_seed_1.png,26,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,26,26,26,2646.4816453340027,,,,,,,,,,,,,,,,,,,,,,2646.4563878749977,2646.4565050419988,2646.456521166998,2646.4816453340027,2646.4816453340027,2646.4816453340027,2646.4816453340027,2649.4849618750013,2649.4849618750013,2650.4680507500016,1,1,1.1435781660038629,0.18109466599707957,None,2650.468702792001,2650.468782959004,None,2650.468915958998,2650.468956375,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_74_seed_1.png,27,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,27,27,27,2650.4954260000013,,,,,,,,,,,,,,,,,,,,,,2650.469414209001,2650.4695814590013,2650.469602459001,2650.4954260000013,2650.4954260000013,2650.4954260000013,2650.4954260000013,2653.491518834002,2653.491518834002,2654.4716073340023,1,1,0.9597902079985943,0.14902320799592417,None,2654.472242208998,2654.472322458998,None,2654.4724407090034,2654.4724804170037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_117_seed_1.png,28,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,28,28,28,2654.4986510419985,,,,,,,,,,,,,,,,,,,,,,2654.472943499997,2654.473065209,2654.4730809169996,2654.4986510419985,2654.4986510419985,2654.4986510419985,2654.4986510419985,2657.4906018750044,2657.4906018750044,2658.4854657090036,1,1,1.2346459999971557,0.16891620800015517,None,2658.4867765000017,2658.4869160840026,None,2658.4870478750017,2658.4871072500027,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_620_seed_1.png,29,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,29,29,29,2658.5152457919976,,,,,,,,,,,,,,,,,,,,,,2658.487735292001,2658.4880416250016,2658.488058959003,2658.5152457919976,2658.5152457919976,2658.5152457919976,2658.5152457919976,2661.503968792,2661.503968792,2662.500847042,1,1,1.4219899160016212,0.19313470799534116,None,2662.5011943339996,2662.5012330419995,None,2662.501284209,2662.5013015000004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_511_seed_1.png,30,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,30,30,30,2662.520359916998,,,,,,,,,,,,,,,,,,,,,,2662.5014986250026,2662.5015789590034,2662.5015887089976,2662.520359916998,2662.520359916998,2662.520359916998,2662.520359916998,2665.5193699169977,2665.5193699169977,2666.5064192089994,1,1,1.0919547079975018,0.1799597499993979,None,2666.507422542003,2666.507545500004,None,2666.507789791998,2666.5078639999992,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,31,1,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,31,31,31,2666.521974791998,,,,,,,,,,,,,,,,,,,,,,2666.5087472090017,2666.508925250004,2666.5089463339973,2666.521974791998,2666.521974791998,2666.521974791998,2666.521974791998,2669.5359375000044,2669.5359375000044,2670.520338041999,None,0,,,None,2670.5210385000028,2670.521149334003,None,2670.5213028340004,2670.521356666999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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71]",,,,,3,0,3,0,0,33,33,33,2674.5490886249972,,,,,,,,,,,,,,,,,,,,,,2674.5193497919972,2674.519440875003,2674.5194537499992,2674.5490886249972,2674.5490886249972,2674.5490886249972,2674.5490886249972,2677.5379865420036,2677.5379865420036,2678.5200288749984,1,1,0.5952739990025293,0.18506762499600882,None,2678.5210741670016,2678.5212097090043,None,2678.521473749999,2678.521549459001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_459_seed_1.png,34,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,34,34,34,2678.548037875,,,,,,,,,,,,,,,,,,,,,,2678.522049625004,2678.5221627499996,2678.5221766250033,2678.548037875,2678.548037875,2678.548037875,2678.548037875,2681.5539926249985,2681.5539926249985,2682.5376245419975,1,1,0.9313853749990813,0.1699729159954586,None,2682.538705459003,2682.5388289589973,None,2682.538933249998,2682.5389697920036,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_721_seed_1.png,35,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,35,35,35,2682.564926209001,,,,,,,,,,,,,,,,,,,,,,2682.539406417003,2682.539520709004,2682.539534542004,2682.564926209001,2682.564926209001,2682.564926209001,2682.564926209001,2685.5681405840005,2685.5681405840005,2686.5539287920037,1,1,1.161428583000088,0.1820024580010795,None,2686.5549934590017,2686.5552798339995,None,2686.5555302499997,2686.555575958999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_11_seed_1.png,36,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,36,36,36,2686.582442125,,,,,,,,,,,,,,,,,,,,,,2686.556028084,2686.556188167,2686.556201749998,2686.582442125,2686.582442125,2686.582442125,2686.582442125,2689.5871678749972,2689.5871678749972,2690.570625917004,1,1,0.925923208000313,0.2850806249989546,None,2690.5711792919974,2690.5712459999995,None,2690.5713465840017,2690.5713798750003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_39_seed_1.png,37,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,37,37,37,2690.596330291999,,,,,,,,,,,,,,,,,,,,,,2690.571758500002,2690.5718555420026,2690.5718686670007,2690.596330291999,2690.596330291999,2690.596330291999,2690.596330291999,2693.5880725000025,2693.5880725000025,2694.584948459,1,1,0.9951340830011759,0.1759927079983754,None,2694.585455291999,2694.5855210419977,None,2694.5856148750026,2694.5856480420043,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_639_seed_1.png,38,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,38,38,38,2694.611851792004,,,,,,,,,,,,,,,,,,,,,,2694.5859973749975,2694.586103458998,2694.5861164590024,2694.611851792004,2694.611851792004,2694.611851792004,2694.611851792004,2697.6181341670017,2697.6181341670017,2698.5878813750023,1,1,1.47458199999528,0.14294654100376647,None,2698.589102292004,2698.589213250001,None,2698.5893385840027,2698.589378124998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_333_seed_1.png,39,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,3,0,3,0,0,49,49,49,2738.7478799590026,,,,,,,,,,,,,,,,,,,,,,2738.7221279170044,2738.7222601250032,2738.7222714169984,2738.7478799590026,2738.7478799590026,2738.7478799590026,2738.7478799590026,2741.751629416998,2741.751629416998,2742.725353499998,1,1,0.9356948329950683,0.1830450830020709,None,2742.725979374998,2742.7260535840032,None,2742.7261690840023,2742.7262076670013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_409_seed_1.png,50,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,50,50,50,2742.7508890840036,,,,,,,,,,,,,,,,,,,,,,2742.7266302499993,2742.7267545420036,2742.7267706670027,2742.7508890840036,2742.7508890840036,2742.7508890840036,2742.7508890840036,2745.7381854999985,2745.7381854999985,2746.7371762090042,1,1,1.040743665995251,0.17592600000352832,None,2746.7377900420033,2746.737876667001,None,2746.737996959004,2746.738035417002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_17_seed_1.png,51,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,51,51,51,2746.764333250001,,,,,,,,,,,,,,,,,,,,,,2746.7384781250003,2746.7385967500013,2746.7386124589975,2746.764333250001,2746.764333250001,2746.764333250001,2746.764333250001,2749.754824374999,2749.754824374999,2750.7544130840033,1,1,0.8703153749956982,0.1759915410002577,None,2750.7549394590023,2750.7550031249993,None,2750.7550980840024,2750.7551303750006,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_438_seed_1.png,52,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,52,52,52,2750.780025209002,,,,,,,,,,,,,,,,,,,,,,2750.7554806249973,2750.755606042003,2750.7556194999997,2750.780025209002,2750.780025209002,2750.780025209002,2750.780025209002,2753.7849997090016,2753.7849997090016,2754.7705002500006,1,1,1.6406240409996826,0.1790276250030729,None,2754.7715177499995,2754.7716480840027,None,2754.7718027090013,2754.771862417001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_225_seed_1.png,53,0,1,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,53,53,53,2754.7947225419994,,,,,,,,,,,,,,,,,,,,,,2754.772571499998,2754.7726860420007,2754.7727038750018,2754.7947225419994,2754.7947225419994,2754.7947225419994,2754.7947225419994,2757.788014375001,2757.788014375001,2758.785019959003,1,0,1.457924248999916,0.20196950000536162,None,2758.7857385840034,2758.785842999998,None,2758.7859935419983,2758.786043,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_163_seed_1.png,54,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,54,54,54,2758.8126774170014,,,,,,,,,,,,,,,,,,,,,,2758.7866166250024,2758.786791999999,2758.786812917002,2758.8126774170014,2758.8126774170014,2758.8126774170014,2758.8126774170014,2761.820795959,2761.820795959,2762.788470667001,1,1,0.8520433320009033,0.17689054199581733,None,2762.789081333998,2762.7891553340014,None,2762.7892695420014,2762.7893092919985,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_442_seed_1.png,55,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,55,55,55,2762.814834167002,,,,,,,,,,,,,,,,,,,,,,2762.7897366670004,2762.7898539169983,2762.7898700000005,2762.814834167002,2762.814834167002,2762.814834167002,2762.814834167002,2765.8183687499986,2765.8183687499986,2766.8023361669984,1,1,0.9407433320011478,0.17612937500234693,None,2766.8035844999977,2766.803753291999,None,2766.803914709002,2766.8039764589994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,56,1,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,56,56,56,2766.8154787500025,,,,,,,,,,,,,,,,,,,,,,2766.804808959001,2766.8051706250044,2766.805191584004,2766.8154787500025,2766.8154787500025,2766.8154787500025,2766.8154787500025,2769.8185991249993,2769.8185991249993,2770.8052712499994,None,0,,,None,2770.805633459,2770.805692875001,None,2770.8057707920016,2770.805802959003,None,2770.8178144999983,2770.8178144999983,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_icerink2.jpg,57,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,57,57,57,2770.8178144999983,,,,,,,,,,,,,,,,,,,,,,2770.8061270420003,2770.8062029170032,2770.8062126250006,2770.8178144999983,2770.8178144999983,2770.8178144999983,2770.8178144999983,2773.821814625,2773.821814625,2774.8043994170002,2,0,1.624805124993145,0.28913029100658605,None,2774.8049433749984,2774.8050084589995,None,2774.805102667,2774.8051346249995,None,2774.8302446669986,2774.8302446669986,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_675_seed_1.png,58,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,58,58,58,2774.8302446669986,,,,,,,,,,,,,,,,,,,,,,2774.805486834004,2774.805579084001,2774.8055920000043,2774.8302446669986,2774.8302446669986,2774.8302446669986,2774.8302446669986,2777.8372730420015,2777.8372730420015,2778.8059696249984,1,1,0.9094438739994075,0.1740430829959223,None,2778.8073458340004,2778.8075831250026,None,2778.807862959002,2778.8079154169973,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_209_seed_1.png,59,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,59,59,59,2778.833615208998,,,,,,,,,,,,,,,,,,,,,,2778.808463084002,2778.8085940419987,2778.808610166998,2778.833615208998,2778.833615208998,2778.833615208998,2778.833615208998,2781.835108500003,2781.835108500003,2782.8212648339977,1,1,1.5020413739985088,0.1860139580021496,None,2782.821770499999,2782.8218336249993,None,2782.821919916998,2782.821948375,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_271_seed_1.png,60,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,60,60,60,2782.8455082500004,,,,,,,,,,,,,,,,,,,,,,2782.82229525,2782.8223792920035,2782.822390417001,2782.8455082500004,2782.8455082500004,2782.8455082500004,2782.8455082500004,2785.838192916999,2785.838192916999,2786.835090708999,1,1,1.2043030819986598,0.18692837499838788,None,2786.8355971249985,2786.8356598750033,None,2786.8357702089997,2786.8358030840027,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_124_seed_1.png,61,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,61,61,61,2786.861510625,,,,,,,,,,,,,,,,,,,,,,2786.8361767090028,2786.836285917001,2786.8362989590023,2786.861510625,2786.861510625,2786.861510625,2786.861510625,2789.8703791669977,2789.8703791669977,2790.8384821670043,1,1,2.1392587489972357,0.1840532499991241,None,2790.839629916998,2790.8397744169997,None,2790.839944500003,2790.8400064590023,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_233_seed_1.png,62,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,62,62,62,2790.8670546670037,,,,,,,,,,,,,,,,,,,,,,2790.840847584004,2790.840998708998,2790.8410207920024,2790.8670546670037,2790.8670546670037,2790.8670546670037,2790.8670546670037,2793.8684903750036,2793.8684903750036,2794.8526270420043,1,1,1.2857140409978456,0.17403899999771966,None,2794.853650208999,2794.8537652090017,None,2794.853914667001,2794.853971042001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/1_78.png,63,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,63,63,63,2794.8691798340005,,,,,,,,,,,,,,,,,,,,,,2794.8545391669977,2794.8547780840017,2794.8547989590006,2794.8691798340005,2794.8691798340005,2794.8691798340005,2794.8691798340005,2797.8551346250024,2797.8551346250024,2798.855175292003,1,1,1.006557041000633,0.18298166699969443,None,2798.8558495840043,2798.8559295000014,None,2798.856008834002,2798.856033666998,None,2798.8831589999972,2798.8831589999972,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_94_seed_1.png,64,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,64,64,64,2798.8831589999972,,,,,,,,,,,,,,,,,,,,,,2798.856352374998,2798.8564562500032,2798.8564662920035,2798.8831589999972,2798.8831589999972,2798.8831589999972,2798.8831589999972,2801.8879356670004,2801.8879356670004,2802.870783999999,1,1,1.35857658200257,0.18898808400263079,None,2802.8714380419988,2802.8715172919983,None,2802.8716370839975,2802.871676667004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_426_seed_1.png,65,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,65,65,65,2802.8986529169997,,,,,,,,,,,,,,,,,,,,,,2802.872144125002,2802.8722983339976,2802.872315667002,2802.8986529169997,2802.8986529169997,2802.8986529169997,2802.8986529169997,2805.9018206670007,2805.9018206670007,2806.8882471250035,1,1,0.8011944159952691,0.18196745800378267,None,2806.888736834,2806.8887984590037,None,2806.888883792002,2806.888911125003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_650_seed_1.png,66,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,66,66,66,2806.9153727090015,,,,,,,,,,,,,,,,,,,,,,2806.8892466670004,2806.8893582090022,2806.889369292003,2806.9153727090015,2806.9153727090015,2806.9153727090015,2806.9153727090015,2809.9047835419988,2809.9047835419988,2810.889515584,1,1,1.547481957000855,0.16902158400625922,None,2810.890147416998,2810.890223167,None,2810.8903383750003,2810.890377584001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/18_22.png,67,0,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,67,67,67,2810.9080833749977,,,,,,,,,,,,,,,,,,,,,,2810.8908042500043,2810.890928749999,2810.8909475000037,2810.9080833749977,2810.9080833749977,2810.9080833749977,2810.9080833749977,2813.9065297920024,2813.9065297920024,2814.9049928340028,2,0,2.051689040999918,0.19117079099669354,None,2814.9060281670027,2814.9061494589987,None,2814.906308999998,2814.9063664589994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,3,4,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,68,68,68,2814.918491042001,,,,,,,,,,,,,,,,,,,,,,2814.9071659999972,2814.9073007920015,2814.9073227499975,2814.918491042001,2814.918491042001,2814.918491042001,2814.918491042001,2817.905217792002,2817.905217792002,2818.9051966670013,None,0,,,None,2818.905975792004,2818.9061211669978,None,2818.906290334002,2818.906355500003,None,2818.9186444169973,2818.9186444169973,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,69,1,0,1,3,4,0,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,69,69,69,2818.9186444169973,,,,,,,,,,,,,,,,,,,,,,2818.907053667004,2818.9071728339986,2818.9071869590043,2818.9186444169973,2818.9186444169973,2818.9186444169973,2818.9186444169973,2821.9052954590006,2821.9052954590006,2822.904520666998,None,0,,,None,2822.9049305419976,2863.637406709,1,2863.638135125002,2892.1033325419994,equal,2822.9213237919976,2822.9213237919976,2822.9213237919976,2822.9213237919976,40.7087494160005,None,2863.6469970840044,2863.6469970840044,28.442104415997164,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,3,0,3,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_187_seed_1.png,0,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,0,0,0,2892.147740500004,,,,,,,,,,,,,,,,,,,,,,2892.123966625004,2892.124366584001,2892.1243813750043,2892.147740500004,2892.147740500004,2892.147740500004,2892.147740500004,2895.138645500003,2895.138645500003,2896.1356605839974,1,1,0.7844176660000812,0.1630034580011852,None,2896.136559833998,2896.1366316249987,None,2896.1368384590023,2896.136874208998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_370_seed_1.png,1,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,1,1,1,2896.1598024170016,,,,,,,,,,,,,,,,,,,,,,2896.137345791998,2896.137444,2896.137457500001,2896.1598024170016,2896.1598024170016,2896.1598024170016,2896.1598024170016,2899.1546880840033,2899.1546880840033,2900.1381402089974,1,1,0.6394231239974033,0.19695687499915948,None,2900.138647042004,2900.1387086250033,None,2900.1388031250026,2900.1388359999983,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_700_seed_1.png,2,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,2,2,2,2900.1612691670016,,,,,,,,,,,,,,,,,,,,,,2900.1391845840044,2900.1392805840005,2900.139293250002,2900.1612691670016,2900.1612691670016,2900.1612691670016,2900.1612691670016,2903.170639333999,2903.170639333999,2904.1521829589983,1,1,0.6419079570041504,0.16696362500078976,None,2904.1527373339995,2904.1528024590007,None,2904.1529005420016,2904.152932334,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_515_seed_1.png,3,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,3,3,3,2904.1765119170013,,,,,,,,,,,,,,,,,,,,,,2904.153334499999,2904.1534332500014,2904.1534492499995,2904.1765119170013,2904.1765119170013,2904.1765119170013,2904.1765119170013,2907.1714519590023,2907.1714519590023,2908.154566666999,1,1,0.7086271250009304,0.193009249996976,None,2908.155203167,2908.1552777920006,None,2908.155394334004,2908.1554326250043,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_665_seed_1.png,4,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,4,4,4,2908.1786548750024,,,,,,,,,,,,,,,,,,,,,,2908.155858792001,2908.1559810000035,2908.1559974170013,2908.1786548750024,2908.1786548750024,2908.1786548750024,2908.1786548750024,2911.1880619170042,2911.1880619170042,2912.168997959001,1,1,0.7655299580001156,0.1829110410035355,None,2912.1696527090025,2912.1697303750043,None,2912.169865417003,2912.169905709001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_716_seed_1.png,5,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,5,5,5,2912.194671834004,,,,,,,,,,,,,,,,,,,,,,2912.1703720000005,2912.170492958998,2912.170509125004,2912.194671834004,2912.194671834004,2912.194671834004,2912.194671834004,2915.202238042002,2915.202238042002,2916.171453834002,1,1,0.8105009159990004,0.12105304099532077,None,2916.172338917,2916.172440250004,None,2916.1725933749985,2916.1726422920037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_313_seed_1.png,6,0,1,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,6,6,6,2916.1944559170006,,,,,,,,,,,,,,,,,,,,,,2916.1733305000016,2916.1735855419975,2916.173602916999,2916.1944559170006,2916.1944559170006,2916.1944559170006,2916.1944559170006,2919.188876125001,2919.188876125001,2920.1875565419978,2,1,2.046811873995466,0.2119871670001885,None,2920.188184917002,2920.1882582920007,None,2920.1883771670036,2920.188416666999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_78_seed_1.png,7,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,7,7,7,2920.2132743750044,,,,,,,,,,,,,,,,,,,,,,2920.1888444590004,2920.188963583998,2920.1889825420003,2920.2132743750044,2920.2132743750044,2920.2132743750044,2920.2132743750044,2923.205111916999,2923.205111916999,2924.2023383749984,1,1,1.025993124996603,0.18495170800451888,None,2924.202984208998,2924.2030635839983,None,2924.2031863750017,2924.2032247919997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_578_seed_1.png,8,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,8,8,8,2924.2285458339975,,,,,,,,,,,,,,,,,,,,,,2924.2036701670004,2924.2037887089973,2924.2038049170005,2924.2285458339975,2924.2285458339975,2924.2285458339975,2924.2285458339975,2927.2227981670003,2927.2227981670003,2928.2054121670008,1,1,1.3057187910017092,0.23300095799640985,None,2928.2060369590035,2928.206110584004,None,2928.2062263339976,2928.206266375004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,9,9,9,2928.2188629169978,,,,,,,,,,,,,,,,,,,,,,2928.2066926249972,2928.206809916999,2928.2068259590014,2928.2188629169978,2928.2188629169978,2928.2188629169978,2928.2188629169978,2931.221317249998,2931.221317249998,2932.2020324170007,None,0,,,None,2932.2024686250006,2932.2025386669993,None,2932.2026764999973,2932.2027339170018,None,2932.2297990840016,2932.2297990840016,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_369_seed_1.png,10,0,1,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,10,10,10,2932.2297990840016,,,,,,,,,,,,,,,,,,,,,,2932.2032505000025,2932.203392292002,2932.203413125004,2932.2297990840016,2932.2297990840016,2932.2297990840016,2932.2297990840016,2935.2258156669996,2935.2258156669996,2936.2050402500026,1,0,1.1865078329938115,0.17900095799996052,None,2936.205504999998,2936.205564333999,None,2936.205647333998,2936.2056750839984,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_645_seed_1.png,11,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,11,11,11,2936.230927083998,,,,,,,,,,,,,,,,,,,,,,2936.2059837499983,2936.2060787500013,2936.2060898749987,2936.230927083998,2936.230927083998,2936.230927083998,2936.230927083998,2939.221860124999,2939.221860124999,2940.2190950000004,1,1,1.079331706998346,0.17004204200202366,None,2940.219704125004,2940.2197826670017,None,2940.2198988340024,2940.219937792004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_540_seed_1.png,12,0,1,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,12,12,12,2940.243127792004,,,,,,,,,,,,,,,,,,,,,,2940.220361959,2940.2204788340023,2940.2204946670026,2940.243127792004,2940.243127792004,2940.243127792004,2940.243127792004,2943.252075917,2943.252075917,2944.2247704999972,2,1,1.8711359570006607,0.2179882499985979,None,2944.225394084002,2944.2254764590034,None,2944.2255952920023,2944.225637167001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_744_seed_1.png,13,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,13,13,13,2944.2531252499975,,,,,,,,,,,,,,,,,,,,,,2944.226068459,2944.2262119169973,2944.2262307499986,2944.2531252499975,2944.2531252499975,2944.2531252499975,2944.2531252499975,2947.241378042003,2947.241378042003,2948.2356912500036,1,1,1.350129291000485,0.18012395800178638,None,2948.236314458998,2948.236391833998,None,2948.2365264590044,2948.2365659999996,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_672_seed_1.png,14,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,14,14,14,2948.2621542920024,,,,,,,,,,,,,,,,,,,,,,2948.2370155000026,2948.237826417004,2948.2378441670007,2948.2621542920024,2948.2621542920024,2948.2621542920024,2948.2621542920024,2951.2716717919975,2951.2716717919975,2952.238659458999,1,1,1.321187249996001,0.15497070800483925,None,2952.239179666998,2952.239241000003,None,2952.2393348339974,2952.2393677090004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_414_seed_1.png,15,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,15,15,15,2952.2623587089984,,,,,,,,,,,,,,,,,,,,,,2952.2397173749996,2952.2398125000036,2952.239828209,2952.2623587089984,2952.2623587089984,2952.2623587089984,2952.2623587089984,2955.2553745839978,2955.2553745839978,2956.254944542001,1,1,1.325919666000118,0.18502279200038174,None,2956.2559873339997,2956.256145917003,None,2956.2563051670004,2956.256363792003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_118_seed_1.png,16,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,16,16,16,2956.283044374999,,,,,,,,,,,,,,,,,,,,,,2956.2571723340006,2956.2574292920035,2956.2574672499977,2956.283044374999,2956.283044374999,2956.283044374999,2956.283044374999,2959.2723377090006,2959.2723377090006,2960.269050333998,1,1,1.302251499000704,0.20008758399490034,None,2960.2696577919996,2960.2697318339997,None,2960.269851083998,2960.269889959003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_128_seed_1.png,17,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,17,17,17,2960.295612458998,,,,,,,,,,,,,,,,,,,,,,2960.270312834,2960.2704305840016,2960.2704469169985,2960.295612458998,2960.295612458998,2960.295612458998,2960.295612458998,2963.288806124998,2963.288806124998,2964.2728676670013,1,1,1.2017616660014028,0.17497225000261096,None,2964.273499667004,2964.273581250003,None,2964.273704250001,2964.2737464590027,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_326_seed_1.png,18,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,4,0,4,0,0,32,32,32,3020.3964539169974,,,,,,,,,,,,,,,,,,,,,,3020.373930458998,3020.3740485000017,3020.3740646250008,3020.3964539169974,3020.3964539169974,3020.3964539169974,3020.3964539169974,3023.405040874997,3023.405040874997,3024.385990333998,1,1,0.869155790998775,0.19394333300442668,None,3024.3865107090023,3024.3865766669987,None,3024.3866957920036,3024.386734959,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_341_seed_1.png,33,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,33,33,33,3024.4121314170043,,,,,,,,,,,,,,,,,,,,,,3024.3871750420003,3024.387294291999,3024.387310416998,3024.4121314170043,3024.4121314170043,3024.4121314170043,3024.4121314170043,3027.4062049170025,3027.4062049170025,3028.3885448750007,1,1,0.9114151660032803,0.18106299999635667,None,3028.3890498750043,3028.3891115840015,None,3028.3892099170043,3028.3892419170006,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/16_78.png,34,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,34,34,34,3028.4069849169973,,,,,,,,,,,,,,,,,,,,,,3028.389589416998,3028.3896857500004,3028.389698500003,3028.4069849169973,3028.4069849169973,3028.4069849169973,3028.4069849169973,3031.4192762500024,3031.4192762500024,3032.4027847920006,1,1,1.0005438329972094,0.17706312500376953,None,3032.403408667,3032.4035030000014,None,3032.403619083998,3032.403659167001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_424_seed_1.png,35,0,1,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,35,35,35,3032.430058292004,,,,,,,,,,,,,,,,,,,,,,3032.4041002090016,3032.4042251249994,3032.4042412920026,3032.430058292004,3032.430058292004,3032.430058292004,3032.430058292004,3035.437826334004,3035.437826334004,3036.4046640419983,1,0,1.223495874000946,0.1680712500019581,None,3036.4051872499986,3036.405260874999,None,3036.4053600000043,3036.405391792003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_727_seed_1.png,36,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,36,36,36,3036.4309756250004,,,,,,,,,,,,,,,,,,,,,,3036.4057478340037,3036.405846875001,3036.405860167004,3036.4309756250004,3036.4309756250004,3036.4309756250004,3036.4309756250004,3039.4376342090036,3039.4376342090036,3040.406640084002,1,1,1.834720457001822,0.22087412499968195,None,3040.407263041998,3040.4073393340004,None,3040.407458792004,3040.407497125001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_200_seed_1.png,37,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,37,37,37,3040.433320625001,,,,,,,,,,,,,,,,,,,,,,3040.407933542003,3040.408056084001,3040.4080720839993,3040.433320625001,3040.433320625001,3040.433320625001,3040.433320625001,3043.435970667,3043.435970667,3044.421440416998,1,1,0.922312791000877,0.18696095800260082,None,3044.422055791998,3044.4221306670006,None,3044.4222466249994,3044.4222867920034,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_291_seed_1.png,38,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,38,38,38,3044.4492718750043,,,,,,,,,,,,,,,,,,,,,,3044.4233293340003,3044.423450250004,3044.423466250002,3044.4492718750043,3044.4492718750043,3044.4492718750043,3044.4492718750043,3047.4554470000003,3047.4554470000003,3048.4390016250036,1,1,1.1283995410049101,0.21299049999652198,None,3048.4394008340023,3048.4394612920005,None,3048.4395352089996,3048.439561542,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,39,1,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,39,39,39,3048.452780833999,,,,,,,,,,,,,,,,,,,,,,3048.4398644590037,3048.4399713750026,3048.439984208999,3048.452780833999,3048.452780833999,3048.452780833999,3048.452780833999,3051.455159709003,3051.455159709003,3052.4361509169976,None,0,,,None,3052.436570042002,3052.436645458998,None,3052.436767625004,3052.436808541999,None,3052.4646251669983,3052.4646251669983,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_552_seed_1.png,40,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,40,40,40,3052.4646251669983,,,,,,,,,,,,,,,,,,,,,,3052.4372944999996,3052.4374074169973,3052.4374234170027,3052.4646251669983,3052.4646251669983,3052.4646251669983,3052.4646251669983,3055.4722447919994,3055.4722447919994,3056.438687709,1,1,1.1311100000020815,0.17690195799514186,None,3056.4391451670017,3056.4392019169973,None,3056.4392749590043,3056.439299833997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_57_seed_1.png,41,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,41,41,41,3056.462978292002,,,,,,,,,,,,,,,,,,,,,,3056.439597417004,3056.4396975420022,3056.4397069589977,3056.462978292002,3056.462978292002,3056.462978292002,3056.462978292002,3059.469303209,3059.469303209,3060.4551628339977,1,1,1.1208024579973426,0.17994062499928987,None,3060.4557831670027,3060.4558692499995,None,3060.4559894170015,3060.4560281250015,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_443_seed_1.png,42,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,42,42,42,3060.4801673750044,,,,,,,,,,,,,,,,,,,,,,3060.4564754169987,3060.456623584003,3060.456639459,3060.4801673750044,3060.4801673750044,3060.4801673750044,3060.4801673750044,3063.4860218750036,3063.4860218750036,3064.472131374998,1,1,0.693488499004161,0.1890333749979618,None,3064.473529834002,3064.473706249999,None,3064.473940875003,3064.474011792001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_505_seed_1.png,43,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,43,43,43,3064.4994996669993,,,,,,,,,,,,,,,,,,,,,,3064.474511624998,3064.4746105000013,3064.4746221250025,3064.4994996669993,3064.4994996669993,3064.4994996669993,3064.4994996669993,3067.4892151250024,3067.4892151250024,3068.488853542003,1,1,1.109208125002624,0.18806637499801582,None,3068.4894714589973,3068.4895465419977,None,3068.4896614590034,3068.4897012919973,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_140_seed_1.png,44,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,44,44,44,3068.5150298750013,,,,,,,,,,,,,,,,,,,,,,3068.490146625001,3068.4902703749976,3068.490286209002,3068.5150298750013,3068.5150298750013,3068.5150298750013,3068.5150298750013,3071.5068207500008,3071.5068207500008,3072.5030525420007,1,1,1.1786629579946748,0.15106691600522026,None,3072.5037414590042,3072.5038225000026,None,3072.5039424589995,3072.5039837090007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_193_seed_1.png,45,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,45,45,45,3072.5307603340043,,,,,,,,,,,,,,,,,,,,,,3072.504455167,3072.504597250001,3072.5046160839993,3072.5307603340043,3072.5307603340043,3072.5307603340043,3072.5307603340043,3075.5226095420003,3075.5226095420003,3076.506166667001,2,0,1.222993540999596,0.22295987499819603,None,3076.507073792003,3076.5071787499983,None,3076.5073104589974,3076.507357125003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_301_seed_1.png,46,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,46,46,46,3076.5331769999975,,,,,,,,,,,,,,,,,,,,,,3076.508004125004,3076.5083193750033,3076.5083367920015,3076.5331769999975,3076.5331769999975,3076.5331769999975,3076.5331769999975,3079.5360234590044,3079.5360234590044,3080.521970624999,1,1,0.7385298329973011,0.17507962500530994,None,3080.522609917003,3080.522682249997,None,3080.5227662920006,3080.522795167002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_652_seed_1.png,47,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,47,47,47,3080.546907374999,,,,,,,,,,,,,,,,,,,,,,3080.523108375004,3080.5232245840016,3080.523236125002,3080.546907374999,3080.546907374999,3080.546907374999,3080.546907374999,3083.539647833997,3083.539647833997,3084.536219667003,1,1,1.0638447489982354,0.5240477090046625,None,3084.5368373340025,3084.536927000001,None,3084.537042666998,3084.537081292001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_131_seed_1.png,48,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,48,48,48,3084.5663458339986,,,,,,,,,,,,,,,,,,,,,,3084.5375282919995,3084.5376466669986,3084.537662834002,3084.5663458339986,3084.5663458339986,3084.5663458339986,3084.5663458339986,3087.5586450839983,3087.5586450839983,3088.538405334002,1,1,0.9665201250027167,0.17497120799816912,None,3088.5390854170037,3088.539165250004,None,3088.5392824169976,3088.539322124998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,49,1,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,49,49,49,3088.552906083998,,,,,,,,,,,,,,,,,,,,,,3088.5397632090026,3088.539916624999,3088.539932917003,3088.552906083998,3088.552906083998,3088.552906083998,3088.552906083998,3091.5377550839985,3091.5377550839985,3092.5374654589978,None,0,,,None,3092.5379617090002,3092.5380446249983,None,3092.538165167003,3092.5382049590044,None,3092.562120542003,3092.562120542003,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_379_seed_1.png,50,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,50,50,50,3092.562120542003,,,,,,,,,,,,,,,,,,,,,,3092.538642708998,3092.5387842499986,3092.538801499999,3092.562120542003,3092.562120542003,3092.562120542003,3092.562120542003,3095.5564173340026,3095.5564173340026,3096.5527111670017,1,1,1.0727380820026156,0.14391262499702862,None,3096.553026166999,3096.553067959001,None,3096.553120083998,3096.553139417003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_733_seed_1.png,51,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,51,51,51,3096.5687043340004,,,,,,,,,,,,,,,,,,,,,,3096.5533495420023,3096.553413499998,3096.553420541997,3096.5687043340004,3096.5687043340004,3096.5687043340004,3096.5687043340004,3099.569580292002,3099.569580292002,3100.5564243749977,1,1,0.955137498996919,0.1729937499985681,None,3100.556891334003,3100.5569483340005,None,3100.557032500001,3100.557059833998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_246_seed_1.png,52,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,52,52,52,3100.581362124998,,,,,,,,,,,,,,,,,,,,,,3100.557370041999,3100.5574634170043,3100.557474417001,3100.581362124998,3100.581362124998,3100.581362124998,3100.581362124998,3103.572666500004,3103.572666500004,3104.5696817089993,1,1,0.8355251239991048,0.18398304199945414,None,3104.5703342920024,3104.570428250001,None,3104.570551334,3104.5705909590033,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_363_seed_1.png,53,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,53,53,53,3104.595024250004,,,,,,,,,,,,,,,,,,,,,,3104.571028999999,3104.57116675,3104.571182917003,3104.595024250004,3104.595024250004,3104.595024250004,3104.595024250004,3107.604980584001,3107.604980584001,3108.5735179170006,1,1,0.7927929159995983,0.19807504100026563,None,3108.574425958999,3108.574533584004,None,3108.5746632500013,3108.574713875001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_742_seed_1.png,54,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,54,54,54,3108.6019772500003,,,,,,,,,,,,,,,,,,,,,,3108.5754326669994,3108.5757353750014,3108.5757529999973,3108.6019772500003,3108.6019772500003,3108.6019772500003,3108.6019772500003,3111.5897864590006,3111.5897864590006,3112.5886167089993,1,1,1.2469224159940495,0.17395404200215125,None,3112.5890748340025,3112.589131792003,None,3112.5892205420023,3112.589248666998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_62_seed_1.png,55,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,55,55,55,3112.615534124998,,,,,,,,,,,,,,,,,,,,,,3112.589553167003,3112.589647708999,3112.589658875004,3112.615534124998,3112.615534124998,3112.615534124998,3112.615534124998,3115.6213983339985,3115.6213983339985,3116.603327042001,1,1,0.9803875409998,0.14297004100080812,None,3116.603939749999,3116.6040207499973,None,3116.6041512090014,3116.604190459002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_393_seed_1.png,56,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,56,56,56,3116.6306374170017,,,,,,,,,,,,,,,,,,,,,,3116.604620083999,3116.604746625002,3116.604762875002,3116.6306374170017,3116.6306374170017,3116.6306374170017,3116.6306374170017,3119.638655374998,3119.638655374998,3120.607718500003,1,1,0.9172352079986013,0.14497437499812804,None,3120.608343084001,3120.608417000003,None,3120.608533833998,3120.6085720420015,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_146_seed_1.png,57,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,57,57,57,3120.6350049590037,,,,,,,,,,,,,,,,,,,,,,3120.609001292003,3120.609121624999,3120.609137667001,3120.6350049590037,3120.6350049590037,3120.6350049590037,3120.6350049590037,3123.6362999170015,3123.6362999170015,3124.6214876250015,1,1,1.0059590820019366,0.17600695900182473,None,3124.6226814999973,3124.622836417002,None,3124.623165792,3124.6232612919994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_589_seed_1.png,58,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,58,58,58,3124.647876750001,,,,,,,,,,,,,,,,,,,,,,3124.623816334002,3124.6239478339994,3124.6239647500042,3124.647876750001,3124.647876750001,3124.647876750001,3124.647876750001,3127.654869500002,3127.654869500002,3128.6392682919977,1,1,1.5220386660002987,0.16597770799853606,None,3128.639881750001,3128.6399568749985,None,3128.6400737919976,3128.6401125839984,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,59,1,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,59,59,59,3128.652373541998,,,,,,,,,,,,,,,,,,,,,,3128.6405321249986,3128.6406491669986,3128.640664958999,3128.652373541998,3128.652373541998,3128.652373541998,3128.652373541998,3131.6554590000014,3131.6554590000014,3132.639600292001,None,0,,,None,3132.6400992089984,3132.640177041998,None,3132.6403020840007,3132.6403407920006,None,3132.6668693340034,3132.6668693340034,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_643_seed_1.png,60,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,60,60,60,3132.6668693340034,,,,,,,,,,,,,,,,,,,,,,3132.640798291999,3132.6409150839972,3132.6409309590017,3132.6668693340034,3132.6668693340034,3132.6668693340034,3132.6668693340034,3135.659007209004,3135.659007209004,3136.641600959003,1,1,0.7281270410021534,0.17990904199541546,None,3136.642110499997,3136.642173125001,None,3136.642268374999,3136.6423015000037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_98_seed_1.png,61,0,1,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,61,61,61,3136.665687917004,,,,,,,,,,,,,,,,,,,,,,3136.6426559590036,3136.6427537920026,3136.6427667919997,3136.665687917004,3136.665687917004,3136.665687917004,3136.665687917004,3139.6696306669983,3139.6696306669983,3140.6532169170023,1,0,1.0633540819981135,0.17902295899693854,None,3140.6538769590043,3140.653958875002,None,3140.654073958998,3140.6541139170004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_500_seed_1.png,62,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,62,62,62,3140.681397542001,,,,,,,,,,,,,,,,,,,,,,3140.654587541998,3140.6547290000017,3140.6547450840008,3140.681397542001,3140.681397542001,3140.681397542001,3140.681397542001,3143.690004709002,3143.690004709002,3144.655309916998,1,1,0.951667790999636,0.18889087499701418,None,3144.656411709002,3144.656521500001,None,3144.6566322090002,3144.6566674999995,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_533_seed_1.png,63,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,63,63,63,3144.682015917002,,,,,,,,,,,,,,,,,,,,,,3144.6570977919982,3144.657209124998,3144.6572224170013,3144.682015917002,3144.682015917002,3144.682015917002,3144.682015917002,3147.672306792003,3147.672306792003,3148.6718831670005,1,1,0.9710107499995502,0.20096962499519577,None,3148.6724034590006,3148.6724671670017,None,3148.672564459004,3148.672597167002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_724_seed_1.png,64,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,64,64,64,3148.7006313340025,,,,,,,,,,,,,,,,,,,,,,3148.6729552090037,3148.6730578749994,3148.673073625003,3148.7006313340025,3148.7006313340025,3148.7006313340025,3148.7006313340025,3151.703107000001,3151.703107000001,3152.68909,1,1,0.9814232910066494,0.1459388749935897,None,3152.689775167004,3152.689857834004,None,3152.6899745839983,3152.690014874999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_355_seed_1.png,65,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,65,65,65,3152.7131849590005,,,,,,,,,,,,,,,,,,,,,,3152.690482541999,3152.6906117920007,3152.690627333999,3152.7131849590005,3152.7131849590005,3152.7131849590005,3152.7131849590005,3155.706368459003,3155.706368459003,3156.703151583999,1,1,0.7748215410028934,0.19210129199927906,None,3156.7036577920007,3156.703719750003,None,3156.7038287920004,3156.7038612920005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_roller_coaster2.jpg,66,0,0,0,4,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,5,0,5,0,0,1,1,1,3236.247830209002,,,,,,,,,,,,,,,,,,,,,,3236.222109417002,3236.2222333340032,3236.2222492919973,3236.247830209002,3236.247830209002,3236.247830209002,3236.247830209002,3239.2434148750035,3239.2434148750035,3240.2230127500006,1,1,0.7845544580050046,0.16987999999400927,None,3240.2234537920012,3240.2235079169986,None,3240.223588875,3240.223617249998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_621_seed_1.png,2,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,2,2,2,3240.2462535000013,,,,,,,,,,,,,,,,,,,,,,3240.223954375004,3240.2240376249974,3240.224048791999,3240.2462535000013,3240.2462535000013,3240.2462535000013,3240.2462535000013,3243.2562975839974,3243.2562975839974,3244.2367586670007,1,1,0.7990981660041143,0.1689886249951087,None,3244.2373936250005,3244.2374679999994,None,3244.237587125004,3244.237625458998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_501_seed_1.png,3,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,3,3,3,3244.2619331669994,,,,,,,,,,,,,,,,,,,,,,3244.2380567500004,3244.2381753750014,3244.238194042002,3244.2619331669994,3244.2619331669994,3244.2619331669994,3244.2619331669994,3247.2566697500006,3247.2566697500006,3248.2389937920016,1,1,1.8174030410009436,0.20898345799650997,None,3248.2396045839996,3248.239678042002,None,3248.239792291999,3248.239831167004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_116_seed_1.png,4,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,4,4,4,3248.266584459001,,,,,,,,,,,,,,,,,,,,,,3248.240269709,3248.240388500002,3248.2404042499984,3248.266584459001,3248.266584459001,3248.266584459001,3248.266584459001,3251.2610788340025,3251.2610788340025,3252.253492333999,1,1,0.8148358739999821,0.18697916699602501,None,3252.2541649999985,3252.254247875004,None,3252.2543668750004,3252.2544066670016,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_599_seed_1.png,5,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,5,5,5,3252.278059834003,,,,,,,,,,,,,,,,,,,,,,3252.2548801250014,3252.255004874998,3252.2550235419985,3252.278059834003,3252.278059834003,3252.278059834003,3252.278059834003,3255.273469583997,3255.273469583997,3256.256972916999,1,1,1.4013412069980404,0.16093808400182752,None,3256.257594875002,3256.2576705419997,None,3256.2577878340016,3256.2578267499994,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_100_seed_1.png,6,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,6,6,6,3256.285737792001,,,,,,,,,,,,,,,,,,,,,,3256.2582548749997,3256.2583737500026,3256.258389667004,3256.285737792001,3256.285737792001,3256.285737792001,3256.285737792001,3259.2733836670013,3259.2733836670013,3260.2700885000013,1,1,0.7265992910033674,0.19206062499870313,None,3260.270702875001,3260.2707765000014,None,3260.2708951250024,3260.270934166998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_yoga_studio1.jpg,7,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,7,7,7,3260.282736209003,,,,,,,,,,,,,,,,,,,,,,3260.2713556669987,3260.2714746670026,3260.271490625004,3260.282736209003,3260.282736209003,3260.282736209003,3260.282736209003,3263.2864725839972,3263.2864725839972,3264.2719467920033,2,0,1.5116781660035485,0.19003900000097929,None,3264.2725601670027,3264.2726345839983,None,3264.272749709002,3264.2727886249995,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_563_seed_1.png,8,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,8,8,8,3264.299310000002,,,,,,,,,,,,,,,,,,,,,,3264.273216542002,3264.273333750003,3264.273349709001,3264.299310000002,3264.299310000002,3264.299310000002,3264.299310000002,3267.3057000420013,3267.3057000420013,3268.2891362500013,1,1,1.0620625830051722,0.19807379099802347,None,3268.2901877500044,3268.2902747499975,None,3268.290379459002,3268.290415125004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,9,9,9,3268.302961375004,,,,,,,,,,,,,,,,,,,,,,3268.2908058340035,3268.2909112089983,3268.2909245839983,3268.302961375004,3268.302961375004,3268.302961375004,3268.302961375004,3271.305369583999,3271.305369583999,3272.286480374998,None,0,,,None,3272.2868431250026,3272.2869008749985,None,3272.286998417003,3272.287030959,None,3272.312465875002,3272.312465875002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_199_seed_1.png,10,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,10,10,10,3272.312465875002,,,,,,,,,,,,,,,,,,,,,,3272.2874202090024,3272.2875115839997,3272.287527417,3272.312465875002,3272.312465875002,3272.312465875002,3272.312465875002,3275.3221448339973,3275.3221448339973,3276.289625917001,1,1,0.90400366600079,0.20293316600145772,None,3276.290131709,3276.2901930000007,None,3276.2902883749994,3276.290320125001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_277_seed_1.png,11,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,11,11,11,3276.3131439589997,,,,,,,,,,,,,,,,,,,,,,3276.290670167,3276.2907657500036,3276.2907788340017,3276.3131439589997,3276.3131439589997,3276.3131439589997,3276.3131439589997,3279.3094993749983,3279.3094993749983,3280.3062825000015,1,1,1.0683818329998758,0.1779809580039,None,3280.30718625,3280.307290249999,None,3280.3074200420015,3280.307467749997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_715_seed_1.png,12,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,12,12,12,3280.3345097499987,,,,,,,,,,,,,,,,,,,,,,3280.3082820420022,3280.3084720000043,3280.308492917,3280.3345097499987,3280.3345097499987,3280.3345097499987,3280.3345097499987,3283.3254776250033,3283.3254776250033,3284.320235459003,1,1,0.9289718330037431,0.19395575000089593,None,3284.3208505000002,3284.3209284589975,None,3284.3210664170037,3284.321106042,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_430_seed_1.png,13,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,13,13,13,3284.3474298750007,,,,,,,,,,,,,,,,,,,,,,3284.321543375001,3284.3216613339973,3284.3216774590037,3284.3474298750007,3284.3474298750007,3284.3474298750007,3284.3474298750007,3287.353459750004,3287.353459750004,3288.322314875004,1,1,1.1580039159962325,0.1740400410053553,None,3288.3228466250002,3288.3229118750023,None,3288.3230063750016,3288.3230392920013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_airplane_interior1.jpg,14,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,14,14,14,3288.3362710420042,,,,,,,,,,,,,,,,,,,,,,3288.3234035839996,3288.3235020420034,3288.3235149169996,3288.3362710420042,3288.3362710420042,3288.3362710420042,3288.3362710420042,3291.336802167003,3291.336802167003,3292.3204686669997,1,1,0.9892552910023369,0.18702512499294244,None,3292.3211146250032,3292.321211167,None,3292.3213274169975,3292.321366666998,None,3292.3477782499976,3292.3477782499976,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_631_seed_1.png,15,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,15,15,15,3292.3477782499976,,,,,,,,,,,,,,,,,,,,,,3292.3218054590034,3292.3219326250037,3292.3219488340037,3292.3477782499976,3292.3477782499976,3292.3477782499976,3292.3477782499976,3295.3535667090036,3295.3535667090036,3296.3225968339975,1,1,1.06670941599441,0.2000478340050904,None,3296.3234775419987,3296.323591375003,None,3296.323717667001,3296.323763792003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/5_100.png,16,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,16,16,16,3296.3407027089997,,,,,,,,,,,,,,,,,,,,,,3296.3244922919985,3296.324646916997,3296.3246719169983,3296.3407027089997,3296.3407027089997,3296.3407027089997,3296.3407027089997,3299.3396438339987,3299.3396438339987,3300.323726458999,1,1,0.9037751240030047,0.19108320899977116,None,3300.3247338340007,3300.3248871250034,None,3300.3250307920025,3300.3250859170003,None,3300.3527230000036,3300.3527230000036,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_41_1.png,17,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,18,18,18,3304.365976000001,,,,,,,,,,,,,,,,,,,,,,3304.3401692920015,3304.3403069999986,3304.340322666998,3304.365976000001,3304.365976000001,3304.365976000001,3304.365976000001,3307.3568830000004,3307.3568830000004,3308.356569333999,1,1,1.2546402910011238,0.20489495799847646,None,3308.3575889999993,3308.357762749998,None,3308.357906750003,3308.357961959002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_465_seed_1.png,19,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_136_seed_1.png,21,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,21,21,21,3316.3975423750016,,,,,,,,,,,,,,,,,,,,,,3316.3712975000017,3316.3713999169995,3316.3714132500027,3316.3975423750016,3316.3975423750016,3316.3975423750016,3316.3975423750016,3319.403625250001,3319.403625250001,3320.3734122919996,1,1,1.2201025410031434,0.18991249999817228,None,3320.374452875003,3320.3745720000006,None,3320.37469325,3320.3747385840034,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_448_seed_1.png,22,0,1,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,22,22,22,3320.3966613340017,,,,,,,,,,,,,,,,,,,,,,3320.3752246250006,3320.3753624590026,3320.3753794170043,3320.3966613340017,3320.3966613340017,3320.3966613340017,3320.3966613340017,3323.4034715000016,3323.4034715000016,3324.387058291999,2,1,0.9520228320034221,0.1678914590011118,None,3324.387433791999,3324.387479124998,None,3324.387544917001,3324.387565792,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_666_seed_1.png,23,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,23,23,23,3324.4120645420044,,,,,,,,,,,,,,,,,,,,,,3324.387806999999,3324.3878880420016,3324.387896459004,3324.4120645420044,3324.4120645420044,3324.4120645420044,3324.4120645420044,3327.420435375003,3327.420435375003,3328.389201375001,1,1,1.1505448739990243,0.1939458340057172,None,3328.389832749999,3328.3899091670028,None,3328.3900240420044,3328.390063250001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_265_seed_1.png,24,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,24,24,24,3328.414421792004,,,,,,,,,,,,,,,,,,,,,,3328.3905014170014,3328.390620667,3328.3906362920025,3328.414421792004,3328.414421792004,3328.414421792004,3328.414421792004,3331.4233256669977,3331.4233256669977,3332.4036550419987,1,1,1.0772875409966218,0.18497283400211018,None,3332.4043017090007,3332.4043959170012,None,3332.4045128340003,3332.4045515420003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_507_seed_1.png,25,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,25,25,25,3332.4282189170044,,,,,,,,,,,,,,,,,,,,,,3332.4049918750025,3332.405111,3332.4051297089973,3332.4282189170044,3332.4282189170044,3332.4282189170044,3332.4282189170044,3335.4231307090013,3335.4231307090013,3336.407149874998,1,1,0.8963964990034583,0.17996658299671253,None,3336.407964375001,3336.4080628750016,None,3336.4081863750034,3336.408234542003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_447_seed_1.png,26,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,26,26,26,3336.434597749998,,,,,,,,,,,,,,,,,,,,,,3336.4087763339994,3336.4091174589994,3336.4091472090004,3336.434597749998,3336.434597749998,3336.434597749998,3336.434597749998,3339.436988499998,3339.436988499998,3340.422840667001,1,1,1.1831252909978502,0.18595949999871664,None,3340.4235796670037,3340.4236763750014,None,3340.4237596250023,3340.4237898339998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_206_2.png,27,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,27,27,27,3340.4514438749975,,,,,,,,,,,,,,,,,,,,,,3340.4244766670017,3340.4246059590005,3340.424617083998,3340.4514438749975,3340.4514438749975,3340.4514438749975,3340.4514438749975,3343.4536312089986,3343.4536312089986,3344.4271037920043,1,1,0.8592106659998535,0.19402508300117915,None,3344.4276429169986,3344.427704667003,None,3344.427798208999,3344.4278299170037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_runway1.jpg,28,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,28,28,28,3344.4409327920002,,,,,,,,,,,,,,,,,,,,,,3344.428174792003,3344.428277125,3344.4282897500016,3344.4409327920002,3344.4409327920002,3344.4409327920002,3344.4409327920002,3347.4553639590013,3347.4553639590013,3348.438062209003,1,1,1.2277833330008434,0.1950161670029047,None,3348.4391870000036,3348.439306500004,None,3348.4394333750024,3348.439479917004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_386_seed_1.png,29,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,29,29,29,3348.4654792919973,,,,,,,,,,,,,,,,,,,,,,3348.4399867500033,3348.440164874999,3348.4401819589984,3348.4654792919973,3348.4654792919973,3348.4654792919973,3348.4654792919973,3351.4727935420015,3351.4727935420015,3352.441529167001,1,1,0.9452719160035485,0.1859255410017795,None,3352.44215825,3352.4422332920003,None,3352.442358417,3352.4423976670005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,30,1,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,30,30,30,3352.4532133750035,,,,,,,,,,,,,,,,,,,,,,3352.4428238750043,3352.4429435420025,3352.442959250002,3352.4532133750035,3352.4532133750035,3352.4532133750035,3352.4532133750035,3355.4406147089976,3355.4406147089976,3356.440082041998,None,0,,,None,3356.440531166998,3356.4406014999986,None,3356.4407234169994,3356.440760958998,None,3356.4689211669975,3356.4689211669975,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_542_seed_1.png,31,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,31,31,31,3356.4689211669975,,,,,,,,,,,,,,,,,,,,,,3356.441206542004,3356.441320042002,3356.441336249998,3356.4689211669975,3356.4689211669975,3356.4689211669975,3356.4689211669975,3359.4730114170015,3359.4730114170015,3360.456705417004,1,1,0.8708208329990157,0.1899723750029807,None,3360.457351917001,3360.4574277920037,None,3360.457542791999,3360.4575833749986,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_437_seed_1.png,32,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,32,32,32,3360.484306291997,,,,,,,,,,,,,,,,,,,,,,3360.458008166999,3360.458124417004,3360.4581402500044,3360.484306291997,3360.484306291997,3360.484306291997,3360.484306291997,3363.475045084,3363.475045084,3364.473430334001,1,1,1.122492249996867,0.19096749999880558,None,3364.474354083999,3364.474485833998,None,3364.474626000003,3364.474678833998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_701_seed_1.png,33,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,33,33,33,3364.5011882920007,,,,,,,,,,,,,,,,,,,,,,3364.475452999999,3364.475622042002,3364.475640000004,3364.5011882920007,3364.5011882920007,3364.5011882920007,3364.5011882920007,3367.503705916999,3367.503705916999,3368.477195874999,1,1,1.00860574899707,0.15498379200289492,None,3368.477823292,3368.4778991249987,None,3368.478017458998,3368.4780564590037,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_626_seed_1.png,34,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,34,34,34,3368.5024897090043,,,,,,,,,,,,,,,,,,,,,,3368.4784794590014,3368.4786231670005,3368.4786390840018,3368.5024897090043,3368.5024897090043,3368.5024897090043,3368.5024897090043,3371.503915166999,3371.503915166999,3372.487194041998,1,1,0.7592805000022054,0.20906633300182875,None,3372.487562292001,3372.4876104590003,None,3372.487674584001,3372.4876956669978,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_949_2.png,35,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,35,35,35,3372.507911792003,,,,,,,,,,,,,,,,,,,,,,3372.487955249999,3372.4880400839975,3372.488048542,3372.507911792003,3372.507911792003,3372.507911792003,3372.507911792003,3375.5204978750044,3375.5204978750044,3376.4922819170024,1,1,1.0628654579995782,0.18595325000205776,None,3376.4929177500017,3376.4929921669973,None,3376.4931060000017,3376.493145459004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_638_seed_1.png,36,0,1,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,36,36,36,3376.5154022920033,,,,,,,,,,,,,,,,,,,,,,3376.4935763340036,3376.4937040419973,3376.4937202090005,3376.5154022920033,3376.5154022920033,3376.5154022920033,3376.5154022920033,3379.5231311669995,3379.5231311669995,3380.5060919590032,2,1,2.0783378739943146,0.205012042002636,None,3380.5067710420044,3380.506841125003,None,3380.5069175000026,3380.5069426670016,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_408_seed_1.png,37,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,37,37,37,3380.531346417003,,,,,,,,,,,,,,,,,,,,,,3380.507256834004,3380.5073412089987,3380.507351084001,3380.531346417003,3380.531346417003,3380.531346417003,3380.531346417003,3383.525418999998,3383.525418999998,3384.522341834003,1,1,1.0054879160015844,0.17905025000072783,None,3384.5228731669995,3384.522937875001,None,3384.5230482920015,3384.523082959,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_172_seed_1.png,38,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,38,38,38,3384.547960249998,,,,,,,,,,,,,,,,,,,,,,3384.5234380839975,3384.5235370419978,3384.523550124999,3384.547960249998,3384.547960249998,3384.547960249998,3384.547960249998,3387.553437458999,3387.553437458999,3388.5236977919994,1,1,1.0089011660020333,0.20101974999852246,None,3388.524315667004,3388.524391209001,None,3388.5245116250007,3388.5245504589984,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_746_seed_1.png,39,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,39,39,39,3388.549200458998,,,,,,,,,,,,,,,,,,,,,,3388.5249741669977,3388.5250919169994,3388.525107458998,3388.549200458998,3388.549200458998,3388.549200458998,3388.549200458998,3391.54104525,3391.54104525,3392.5397482920016,1,1,0.9317184570027166,0.2069376670042402,None,3392.540384959,3392.5404704590037,None,3392.540585542003,3392.5406245420018,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_875_2.png,40,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,40,40,40,3392.566499624998,,,,,,,,,,,,,,,,,,,,,,3392.5410549590015,3392.5412031250016,3392.5412192500007,3392.566499624998,3392.566499624998,3392.566499624998,3392.566499624998,3395.5706780839973,3395.5706780839973,3396.5563496250033,1,1,1.3123234160011634,0.20802158400329063,None,3396.5569867090016,3396.557073249998,None,3396.5571550000022,3396.5571843750004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_176_seed_1.png,41,0,0,0,5,4,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_211_seed_1.png,20,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,20,20,20,3660.4353194170035,,,,,,,,,,,,,,,,,,,,,,3660.406995875004,3660.4071417500018,3660.407162417003,3660.4353194170035,3660.4353194170035,3660.4353194170035,3660.4353194170035,3663.4383161669975,3663.4383161669975,3664.4075763340006,2,0,1.5734436240018113,0.2089546249990235,None,3664.4080303750015,3664.4080867500015,None,3664.408170374998,3664.4081975419977,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/13_89.png,21,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,6,0,6,0,0,26,26,26,3684.482052459003,,,,,,,,,,,,,,,,,,,,,,3684.461225500003,3684.461507500004,3684.4615273750023,3684.482052459003,3684.482052459003,3684.482052459003,3684.482052459003,3687.476475417003,3687.476475417003,3688.4741858749985,1,0,1.7638039990051766,0.20508374999917578,None,3688.474572459003,3688.4746209170044,None,3688.474693875003,3688.474717334,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_378_seed_1.png,27,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,6,0,6,0,0,30,30,30,3700.5227653750044,,,,,,,,,,,,,,,,,,,,,,3700.4932439999975,3700.493502875004,3700.4935381250034,3700.5227653750044,3700.5227653750044,3700.5227653750044,3700.5227653750044,3703.5220012499994,3703.5220012499994,3704.507999499998,1,1,1.7762512490007794,0.2088844589961809,None,3704.509043124999,3704.5091807089993,None,3704.5093397090022,3704.5093960000013,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_364_seed_1.png,31,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,31,31,31,3704.5351407089984,,,,,,,,,,,,,,,,,,,,,,3704.5101607500037,3704.510443375002,3704.510460917001,3704.5351407089984,3704.5351407089984,3704.5351407089984,3704.5351407089984,3707.5412599170013,3707.5412599170013,3708.521730875,1,1,1.1838565830039443,0.17192283299664268,None,3708.522235000004,3708.5222974999997,None,3708.522393084,3708.5224252499975,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_730_seed_1.png,32,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,32,32,32,3708.548651750003,,,,,,,,,,,,,,,,,,,,,,3708.522777375001,3708.5228730419985,3708.522885999999,3708.548651750003,3708.548651750003,3708.548651750003,3708.548651750003,3711.5418064999976,3711.5418064999976,3712.5267662920014,1,1,0.8412507910034037,0.19901483399735298,None,3712.527822666998,3712.527960749998,None,3712.5281854589994,3712.528264417,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_663_seed_1.png,33,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,33,33,33,3712.5520855840005,,,,,,,,,,,,,,,,,,,,,,3712.529154834003,3712.529290667,3712.5293123340016,3712.5520855840005,3712.5520855840005,3712.5520855840005,3712.5520855840005,3715.554957417,3715.554957417,3716.5386212919984,1,1,0.8079236240009777,0.18091445900063263,None,3716.5392623340013,3716.539341459,None,3716.5394610000003,3716.5395002919977,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_33_seed_1.png,34,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,34,34,34,3716.568311625,,,,,,,,,,,,,,,,,,,,,,3716.540376208999,3716.5405941670033,3716.5406147920003,3716.568311625,3716.568311625,3716.568311625,3716.568311625,3719.5577459170017,3719.5577459170017,3720.541874417002,1,1,1.1556977909931447,0.20092691700119758,None,3720.5430590000033,3720.543162959002,None,3720.5433167090014,3720.543367500002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_42_seed_1.png,35,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,35,35,35,3720.568397750001,,,,,,,,,,,,,,,,,,,,,,3720.5439626669977,3720.544132625,3720.5441485839983,3720.568397750001,3720.568397750001,3720.568397750001,3720.568397750001,3723.559669167,3723.559669167,3724.555547625001,1,1,1.1036517909960821,0.18200208300550003,None,3724.5566632499977,3724.556824375002,None,3724.5569642499977,3724.557020375003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_288_seed_1.png,36,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,36,36,36,3724.5838663340037,,,,,,,,,,,,,,,,,,,,,,3724.5577266670007,3724.558040666998,3724.5580581250033,3724.5838663340037,3724.5838663340037,3724.5838663340037,3724.5838663340037,3727.575286375002,3727.575286375002,3728.575090917002,1,1,0.6291094580010395,0.1850814999997965,None,3728.575424667004,3728.575464499998,None,3728.5755170839984,3728.5755352920023,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_305_seed_1.png,37,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,37,37,37,3728.598924459002,,,,,,,,,,,,,,,,,,,,,,3728.5757488340023,3728.5758212500004,3728.5758284999974,3728.598924459002,3728.598924459002,3728.598924459002,3728.598924459002,3731.607165292,3731.607165292,3732.5915679590034,1,1,0.9031528740015347,0.19500754199543735,None,3732.592664584001,3732.592778334001,None,3732.5929069589984,3732.592958417001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_118_seed_1.png,38,0,1,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,38,38,38,3732.6176776249995,,,,,,,,,,,,,,,,,,,,,,3732.593457499999,3732.5935933340006,3732.5936094999997,3732.6176776249995,3732.6176776249995,3732.6176776249995,3732.6176776249995,3735.6082590840015,3735.6082590840015,3736.607826833999,2,1,1.1623466660021222,0.2190754159964854,None,3736.6083396250033,3736.608402334001,None,3736.608497041998,3736.608530042002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,39,1,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,39,39,39,3736.6218007920033,,,,,,,,,,,,,,,,,,,,,,3736.608888292001,3736.608989667002,3736.609002625002,3736.6218007920033,3736.6218007920033,3736.6218007920033,3736.6218007920033,3739.6082543750017,3739.6082543750017,3740.6071779589984,None,0,,,None,3740.6076045419977,3740.6076749999993,None,3740.6078169169996,3740.6078554170017,None,3740.633696124998,3740.633696124998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_472_seed_1.png,40,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,40,40,40,3740.633696124998,,,,,,,,,,,,,,,,,,,,,,3740.6082842920005,3740.6083969169995,3740.6084129169976,3740.633696124998,3740.633696124998,3740.633696124998,3740.633696124998,3743.6247950000034,3743.6247950000034,3744.608746500002,1,1,0.8563480410011834,0.1940799160001916,None,3744.6093699999983,3744.6094438340006,None,3744.6095650839998,3744.609603834004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_460_seed_1.png,41,0,0,0,6,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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13h23.30.661404 -0400, +blank.jpg,69,1,0,1,6,4,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,69,69,69,3856.8653063340025,,,,,,,,,,,,,,,,,,,,,,3856.8569628339974,3856.8570891249983,3856.8571054170025,3856.8653063340025,3856.8653063340025,3856.8653063340025,3856.8653063340025,3859.873945459003,3859.873945459003,3860.8586918750007,None,0,,,None,3860.8597833750027,3873.9566505839975,1,3873.957387084003,3889.591980625002,equal,,,3860.8761056669973,3860.8761056669973,13.070484290998138,None,3873.9668317090036,3873.9668317090036,15.614761748998717,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,6,0,6,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_713_seed_1.png,0,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 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71]",,,,,7,0,7,0,0,2,2,2,3897.649656542002,,,,,,,,,,,,,,,,,,,,,,3897.6267126250023,3897.6268094999978,3897.626822459002,3897.649656542002,3897.649656542002,3897.649656542002,3897.649656542002,3900.642164834004,3900.642164834004,3901.6390658750024,1,1,0.7610404580045724,0.21587341599661158,None,3901.6396794590037,3901.6397716249994,None,3901.639889334001,3901.6399283749997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_479_seed_1.png,3,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,3,3,3,3901.665806500001,,,,,,,,,,,,,,,,,,,,,,3901.6403619999983,3901.640479542002,3901.6404978749997,3901.665806500001,3901.665806500001,3901.665806500001,3901.665806500001,3904.658971249999,3904.658971249999,3905.641744792003,1,1,0.7318580409992137,0.18095349999930477,None,3905.6422464999996,3905.642309625,None,3905.6424021249986,3905.642434209003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_350_seed_1.png,4,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,4,4,4,3905.663358334001,,,,,,,,,,,,,,,,,,,,,,3905.642778334004,3905.642874541998,3905.642887916998,3905.663358334001,3905.663358334001,3905.663358334001,3905.663358334001,3908.6724229169995,3908.6724229169995,3909.65884525,1,1,0.821378165994247,0.18400616700091632,None,3909.6601040000023,3909.6602787500015,None,3909.6605430420022,3909.6606164170007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_513_seed_1.png,5,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,5,5,5,3909.684223541997,,,,,,,,,,,,,,,,,,,,,,3909.6610986669984,3909.6611919589996,3909.6612040000036,3909.684223541997,3909.684223541997,3909.684223541997,3909.684223541997,3912.6890856669997,3912.6890856669997,3913.672452250001,1,1,0.9384819989936659,0.18297937500028638,None,3913.6730605839984,3913.673135792,None,3913.6732680839996,3913.6733243339986,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_734_seed_1.png,6,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,6,6,6,3913.6987691250033,,,,,,,,,,,,,,,,,,,,,,3913.6737501669995,3913.673896166998,3913.6739120420025,3913.6987691250033,3913.6987691250033,3913.6987691250033,3913.6987691250033,3916.692512499998,3916.692512499998,3917.6743805840015,1,1,0.7509649579951656,0.1739236659996095,None,3917.6754903750043,3917.675623791998,None,3917.6757610839995,3917.6758045000024,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_log_cabin2.jpg,7,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,7,7,7,3917.690520750002,,,,,,,,,,,,,,,,,,,,,,3917.6763172920037,3917.676513416998,3917.676530083998,3917.690520750002,3917.690520750002,3917.690520750002,3917.690520750002,3920.6778995420027,3920.6778995420027,3921.675073958999,1,1,1.9782165409997106,0.18893520799610997,None,3921.6755936670015,3921.675654042003,None,3921.6757522089974,3921.675784334002,None,3921.6984554169976,3921.6984554169976,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_80_seed_1.png,8,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,8,8,8,3921.6984554169976,,,,,,,,,,,,,,,,,,,,,,3921.676138249997,3921.6762295000008,3921.676242334004,3921.6984554169976,3921.6984554169976,3921.6984554169976,3921.6984554169976,3924.6934078749982,3924.6934078749982,3925.689158334004,1,1,1.0482180819963105,0.2020524170002318,None,3925.689804583999,3925.6898813340013,None,3925.689995917004,3925.6900367920025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_627_seed_1.png,9,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,9,9,9,3925.7152684169996,,,,,,,,,,,,,,,,,,,,,,3925.690485250001,3925.6906034999993,3925.6906197499993,3925.7152684169996,3925.7152684169996,3925.7152684169996,3925.7152684169996,3928.7086603339994,3928.7086603339994,3929.7071608339975,1,1,1.2904971249954542,0.1999472079987754,None,3929.7087467500023,3929.7089956249984,None,3929.7091937919977,3929.709257292001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_649_seed_1.png,10,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,10,10,10,3929.7363258339974,,,,,,,,,,,,,,,,,,,,,,3929.710060958998,3929.710370583998,3929.710391624998,3929.7363258339974,3929.7363258339974,3929.7363258339974,3929.7363258339974,3932.7257475840015,3932.7257475840015,3933.7113769589996,1,1,1.0644027910020668,0.21397412499936763,None,3933.712002209002,3933.7120773749994,None,3933.7121954169997,3933.7122342500006,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_346_seed_1.png,11,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,11,11,11,3933.7368403340006,,,,,,,,,,,,,,,,,,,,,,3933.712681334,3933.7128427499993,3933.7128586250037,3933.7368403340006,3933.7368403340006,3933.7368403340006,3933.7368403340006,3936.7391454169992,3936.7391454169992,3937.7225220420005,1,1,1.0039000830001896,0.21999120799591765,None,3937.723182458998,3937.7232605000027,None,3937.7233929170034,3937.723435,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_644_seed_1.png,12,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,12,12,12,3937.748343917003,,,,,,,,,,,,,,,,,,,,,,3937.7239087920025,3937.7240491249977,3937.7240654999987,3937.748343917003,3937.748343917003,3937.748343917003,3937.748343917003,3940.7577200419983,3940.7577200419983,3941.7255960839975,1,1,1.5214725819969317,0.2609387090051314,None,3941.726108333998,3941.7261760420006,None,3941.7262709589995,3941.726304459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,13,1,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,13,13,13,3941.739037500003,,,,,,,,,,,,,,,,,,,,,,3941.7266953340004,3941.7267920000013,3941.7268052090003,3941.739037500003,3941.739037500003,3941.739037500003,3941.739037500003,3944.7391447499976,3944.7391447499976,3945.7231735840032,None,0,,,None,3945.7237236250003,3945.723803875,None,3945.723924584003,3945.7239678339974,None,3945.7379722089972,3945.7379722089972,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_37_seed_1.png,14,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,14,14,14,3945.7379722089972,,,,,,,,,,,,,,,,,,,,,,3945.724416334,3945.7245269999985,3945.724543666998,3945.7379722089972,3945.7379722089972,3945.7379722089972,3945.7379722089972,3948.7260070420016,3948.7260070420016,3949.722592750004,1,1,1.2488433739999891,0.1889228340005502,None,3949.723237209,3949.7233106249987,None,3949.723424417003,3949.723474917002,None,3949.7480552499983,3949.7480552499983,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_453_seed_1.png,15,0,1,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,15,15,15,3949.7480552499983,,,,,,,,,,,,,,,,,,,,,,3949.723896042,3949.724023458999,3949.7240422500035,3949.7480552499983,3949.7480552499983,3949.7480552499983,3949.7480552499983,3952.7557282499984,3952.7557282499984,3953.7246342500002,2,1,1.2257312500005355,0.2559943329979433,None,3953.7251988339995,3953.725267374997,None,3953.7253689589998,3953.725401459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_430_seed_1.png,16,0,1,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,16,16,16,3953.7483370420014,,,,,,,,,,,,,,,,,,,,,,3953.725789459,3953.725889125002,3953.7259019999983,3953.7483370420014,3953.7483370420014,3953.7483370420014,3953.7483370420014,3956.7443997090013,3956.7443997090013,3957.742272417003,2,1,0.98653633199865,0.25296774999878835,None,3957.7427220419995,3957.742779209002,None,3957.7428537919986,3957.7428784170042,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_561_seed_1.png,17,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,17,17,17,3957.7665096249984,,,,,,,,,,,,,,,,,,,,,,3957.7431755840007,3957.7432710420035,3957.7432836669977,3957.7665096249984,3957.7665096249984,3957.7665096249984,3957.7665096249984,3960.7585612090043,3960.7585612090043,3961.7558703750037,1,1,0.9213529999979073,0.2029364580012043,None,3961.756442375001,3961.7565317089975,None,3961.7566629170033,3961.7567022090007,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_236_seed_1.png,18,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 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71]",,,,,7,0,7,0,0,44,44,44,4066.0355605419973,,,,,,,,,,,,,,,,,,,,,,4066.0104323339983,4066.010555834,4066.0105716250036,4066.0355605419973,4066.0355605419973,4066.0355605419973,4066.0355605419973,4069.0395260000005,4069.0395260000005,4070.024278625002,1,1,1.1936290410012589,0.1920549159985967,None,4070.025633834004,4070.025721292004,None,4070.0258063750007,4070.0258333750025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_368_seed_1.png,45,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,45,45,45,4070.0486899590032,,,,,,,,,,,,,,,,,,,,,,4070.0261709589977,4070.0262484589985,4070.026258334001,4070.0486899590032,4070.0486899590032,4070.0486899590032,4070.0486899590032,4073.04266775,4073.04266775,4074.026397624999,1,1,1.1125138749994221,0.1699646249981015,None,4074.0270332090004,4074.0271104589992,None,4074.027225334001,4074.027263666998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,46,1,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,46,46,46,4074.038835542,,,,,,,,,,,,,,,,,,,,,,4074.0277182920036,4074.027840709001,4074.027859667003,4074.038835542,4074.038835542,4074.038835542,4074.038835542,4077.026157792003,4077.026157792003,4078.0231563339985,None,0,,,None,4078.0235510420025,4078.023614292004,None,4078.0237157500014,4078.0237477499977,None,4078.0512285840014,4078.0512285840014,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_35_seed_1.png,47,0,1,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,47,47,47,4078.0512285840014,,,,,,,,,,,,,,,,,,,,,,4078.0241442499973,4078.024237167003,4078.0242530000032,4078.0512285840014,4078.0512285840014,4078.0512285840014,4078.0512285840014,4081.0431075000015,4081.0431075000015,4082.0259177920016,1,0,1.6820656660056557,0.20404387499729637,None,4082.026946584003,4082.0270787499976,None,4082.0273114169977,4082.027382667002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_702_seed_1.png,48,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,48,48,48,4082.053946209002,,,,,,,,,,,,,,,,,,,,,,4082.0279633340033,4082.028116417001,4082.028129709004,4082.053946209002,4082.053946209002,4082.053946209002,4082.053946209002,4085.0582649589996,4085.0582649589996,4086.039810084003,1,1,0.9143935829997645,0.1879049999988638,None,4086.0405314590025,4086.040645209003,None,4086.040806500001,4086.040856792002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_569_seed_1.png,49,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,49,49,49,4086.0680128750028,,,,,,,,,,,,,,,,,,,,,,4086.0414417499996,4086.041595167,4086.0416154999984,4086.0680128750028,4086.0680128750028,4086.0680128750028,4086.0680128750028,4089.0746663750033,4089.0746663750033,4090.043273791998,1,1,1.2673133330026758,0.17892174999724375,None,4090.044490500004,4090.044622792004,None,4090.044772166999,4090.0448205420034,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_237_seed_1.png,50,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,50,50,50,4090.0713977920022,,,,,,,,,,,,,,,,,,,,,,4090.045341709003,4090.045480458997,4090.0454965419995,4090.0713977920022,4090.0713977920022,4090.0713977920022,4090.0713977920022,4093.075919208997,4093.075919208997,4094.0592230839975,1,1,1.079990791004093,0.20099037499312544,None,4094.059735249997,4094.0597957089994,None,4094.0598798749998,4094.059907791998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_584_seed_1.png,51,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,51,51,51,4094.084677167004,,,,,,,,,,,,,,,,,,,,,,4094.0602286670037,4094.0603147500005,4094.060325833998,4094.084677167004,4094.084677167004,4094.084677167004,4094.084677167004,4097.078150084002,4097.078150084002,4098.075481250002,1,1,0.8075900819967501,0.1790838340020855,None,4098.076523292002,4098.076757791998,None,4098.076927417002,4098.0769807920005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_312_seed_1.png,52,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,52,52,52,4098.101323333998,,,,,,,,,,,,,,,,,,,,,,4098.077705249998,4098.078015708998,4098.078033209,4098.101323333998,4098.101323333998,4098.101323333998,4098.101323333998,4101.108773833999,4101.108773833999,4102.092875125003,1,1,0.8320724580044043,0.21690308299730532,None,4102.0941539999985,4102.094389124999,None,4102.094633500004,4102.094683916999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_lighthouse1.jpg,53,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,53,53,53,4102.109767667003,,,,,,,,,,,,,,,,,,,,,,4102.0951997090015,4102.095322166999,4102.095338084,4102.109767667003,4102.109767667003,4102.109767667003,4102.109767667003,4105.109551667003,4105.109551667003,4106.093706584004,1,1,0.9855894580032327,0.16299399999843445,None,4106.094365167002,4106.094448542004,None,4106.094568291999,4106.094607291998,None,4106.121329417001,4106.121329417001,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_221_seed_1.png,54,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,54,54,54,4106.121329417001,,,,,,,,,,,,,,,,,,,,,,4106.095078334001,4106.095192624998,4106.095208500003,4106.121329417001,4106.121329417001,4106.121329417001,4106.121329417001,4109.123002749999,4109.123002749999,4110.10649975,None,0,,,None,4110.106916834004,4110.106984124999,None,4110.1070802500035,4110.107113792001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_624_seed_1.png,55,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,55,55,55,4110.132724791998,,,,,,,,,,,,,,,,,,,,,,4110.107496083998,4110.107612917003,4110.107626167002,4110.132724791998,4110.132724791998,4110.132724791998,4110.132724791998,4113.126656166998,4113.126656166998,4114.111297459,1,1,0.8356808739990811,0.19592520799778868,None,4114.111922666998,4114.112006292002,None,4114.112121709004,4114.1121606669985,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,56,1,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,56,56,56,4114.122276624999,,,,,,,,,,,,,,,,,,,,,,4114.11258275,4114.112720124998,4114.112736000003,4114.122276624999,4114.122276624999,4114.122276624999,4114.122276624999,4117.126851917004,4117.126851917004,4118.106691583998,None,0,,,None,4118.107118042004,4118.107202167004,None,4118.107338000002,4118.107375749998,None,4118.134073209003,4118.134073209003,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_742_seed_1.png,57,0,1,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,57,57,57,4118.134073209003,,,,,,,,,,,,,,,,,,,,,,4118.107817208998,4118.107930625003,4118.107946625001,4118.134073209003,4118.134073209003,4118.134073209003,4118.134073209003,4121.126260292003,4121.126260292003,4122.110302041998,1,0,1.257332373999816,0.19995604200084927,None,4122.110916500002,4122.110993125003,None,4122.1111093750005,4122.111149083998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_486_seed_1.png,58,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,58,58,58,4122.136441250004,,,,,,,,,,,,,,,,,,,,,,4122.1115780420005,4122.1117053339985,4122.111721209003,4122.136441250004,4122.136441250004,4122.136441250004,4122.136441250004,4125.139527667001,4125.139527667001,4126.123315459001,1,1,0.759975332999602,0.1979270829979214,None,4126.123972542002,4126.124054459004,None,4126.124172292002,4126.124211791997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_483_seed_1.png,59,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,59,59,59,4126.1505159590015,,,,,,,,,,,,,,,,,,,,,,4126.124698416999,4126.124849583997,4126.124867917002,4126.1505159590015,4126.1505159590015,4126.1505159590015,4126.1505159590015,4129.142641792001,4129.142641792001,4130.126734917001,1,1,1.046863832998497,0.279997582998476,None,4130.127497499998,4130.127593500001,None,4130.127740542004,4130.127790709004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_475_seed_1.png,60,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,60,60,60,4130.154336166997,,,,,,,,,,,,,,,,,,,,,,4130.128336959002,4130.128489458999,4130.1285094999985,4130.154336166997,4130.154336166997,4130.154336166997,4130.154336166997,4133.156448583999,4133.156448583999,4134.143030542,1,1,0.9400417910001124,0.19113341699994635,None,4134.144064624998,4134.144195041998,None,4134.144348417001,4134.144409125001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_737_seed_1.png,61,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,61,61,61,4134.168715209002,,,,,,,,,,,,,,,,,,,,,,4134.145169374999,4134.145533791998,4134.145575292001,4134.168715209002,4134.168715209002,4134.168715209002,4134.168715209002,4137.173089292002,4137.173089292002,4138.159250292003,1,1,0.8357598319998942,0.17099679200327955,None,4138.160321959003,4138.160492667004,None,4138.160655209002,4138.160716874998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_147_seed_1.png,62,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,62,62,62,4138.186622417001,,,,,,,,,,,,,,,,,,,,,,4138.161582499997,4138.161728917003,4138.161750084,4138.186622417001,4138.186622417001,4138.186622417001,4138.186622417001,4141.191952959001,4141.191952959001,4142.174816625004,1,1,1.2698958740002126,0.19800416699581547,None,4142.175271667002,4142.175326584002,None,4142.175417958999,4142.175445458997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_461_seed_1.png,63,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,63,63,63,4142.200997084001,,,,,,,,,,,,,,,,,,,,,,4142.175747250003,4142.175832708999,4142.175843834004,4142.200997084001,4142.200997084001,4142.200997084001,4142.200997084001,4145.206518667001,4145.206518667001,4146.1763531250035,1,1,1.4244417910012999,0.17307491599785862,None,4146.176968833999,4146.177044208998,None,4146.177162833999,4146.177201958999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_377_seed_1.png,64,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,64,64,64,4146.204548334004,,,,,,,,,,,,,,,,,,,,,,4146.177639542002,4146.177761749997,4146.177777666999,4146.204548334004,4146.204548334004,4146.204548334004,4146.204548334004,4149.206464667004,4149.206464667004,4150.192881374998,1,1,0.9820060829952126,0.17400625000300352,None,4150.193948209002,4150.194132124998,None,4150.194295250003,4150.194361792004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_646_seed_1.png,65,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,65,65,65,4150.217488834001,,,,,,,,,,,,,,,,,,,,,,4150.195055834003,4150.195162917,4150.195179292001,4150.217488834001,4150.217488834001,4150.217488834001,4150.217488834001,4153.225880709004,4153.225880709004,4154.210222334004,1,1,0.8940399990024162,0.16697150000254624,None,4154.211134625002,4154.211240124998,None,4154.211371042002,4154.211418584004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_274_seed_1.png,66,0,1,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,66,66,66,4154.235212833999,,,,,,,,,,,,,,,,,,,,,,4154.212128917003,4154.2123010840005,4154.212325917004,4154.235212833999,4154.235212833999,4154.235212833999,4154.235212833999,4157.227896292003,4157.227896292003,4158.2262577090005,2,1,1.0742621249955846,0.23801120800635545,None,4158.227343042003,4158.227452167004,None,4158.227538416999,4158.227568374998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_536_seed_1.png,67,0,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,67,67,67,4158.252135084003,,,,,,,,,,,,,,,,,,,,,,4158.227943584003,4158.228076459003,4158.228087666997,4158.252135084003,4158.252135084003,4158.252135084003,4158.252135084003,4161.259168791999,4161.259168791999,4162.242757749998,1,1,0.8954486660004477,0.19800658299936913,None,4162.243818374998,4162.243953834004,None,4162.244113667002,4162.244174125,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,7,4,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,68,68,68,4162.255892834,,,,,,,,,,,,,,,,,,,,,,4162.244976000002,4162.245136416997,4162.245157584002,4162.255892834,4162.255892834,4162.255892834,4162.255892834,4165.2437824590015,4165.2437824590015,4166.243469375004,None,0,,,None,4166.244172375002,4166.244263583998,None,4166.244397667004,4166.244446042001,None,4166.256457584001,4166.256457584001,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 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71]",,,,,8,0,8,0,0,0,0,0,4211.533823584003,,,,,,,,,,,,,,,,,,,,,,4211.513105042002,4211.5136042919985,4211.513617709003,4211.533823584003,4211.533823584003,4211.533823584003,4211.533823584003,4214.540073208998,4214.540073208998,4215.523490708998,1,1,1.0159180819973699,0.19594966700242367,None,4215.524583500002,4215.524666541998,None,4215.524935959002,4215.524985709002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_684_seed_1.png,1,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,1,1,1,4215.5461904999975,,,,,,,,,,,,,,,,,,,,,,4215.5255915840025,4215.5257145840005,4215.525733667004,4215.5461904999975,4215.5461904999975,4215.5461904999975,4215.5461904999975,4218.545128083999,4218.545128083999,4219.526336167,1,1,0.777537415997358,0.18800729200302158,None,4219.526850041999,4219.526912709,None,4219.527010416998,4219.527042624999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_69_seed_1.png,2,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,2,2,2,4219.547328459004,,,,,,,,,,,,,,,,,,,,,,4219.527391625001,4219.527504500002,4219.527517417002,4219.547328459004,4219.547328459004,4219.547328459004,4219.547328459004,4222.556773541997,4222.556773541997,4223.540044667003,1,1,0.8163382490020012,0.19907787499687402,None,4223.54055125,4223.540613334,None,4223.5407241249995,4223.540772624998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/8_0.png,3,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,3,3,3,4223.555603499997,,,,,,,,,,,,,,,,,,,,,,4223.541121125003,4223.541218541999,4223.541231292002,4223.555603499997,4223.555603499997,4223.555603499997,4223.555603499997,4226.542873792001,4226.542873792001,4227.540302417001,1,1,0.9332409569979063,0.17895195900200633,None,4227.540868374999,4227.540931042,None,4227.5410282090015,4227.541063042001,None,4227.564803166999,4227.564803166999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_223_seed_1.png,4,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,4,4,4,4227.564803166999,,,,,,,,,,,,,,,,,,,,,,4227.541448750002,4227.541541250001,4227.5415545,4227.564803166999,4227.564803166999,4227.564803166999,4227.564803166999,4230.559040291999,4230.559040291999,4231.541983333998,1,1,0.7609419159998652,0.1859790829985286,None,4231.542613792,4231.542691791998,None,4231.542810125,4231.542848459001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_588_seed_1.png,5,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,5,5,5,4231.567650625002,,,,,,,,,,,,,,,,,,,,,,4231.543278750003,4231.543410541999,4231.543426625001,4231.567650625002,4231.567650625002,4231.567650625002,4231.567650625002,4234.573469000003,4234.573469000003,4235.556835791998,1,1,0.8011814989949926,0.17599204200087115,None,4235.557484459001,4235.557560084002,None,4235.557674875003,4235.557713417002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_97_seed_1.png,6,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,6,6,6,4235.581302625003,,,,,,,,,,,,,,,,,,,,,,4235.558145417002,4235.558272834001,4235.558289667002,4235.581302625003,4235.581302625003,4235.581302625003,4235.581302625003,4238.591647542002,4238.591647542002,4239.559814334003,1,1,0.7634579160003341,0.1620887080061948,None,4239.560451541998,4239.560530125003,None,4239.560646625003,4239.560685959004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_565_seed_1.png,7,0,1,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,7,7,7,4239.584211959002,,,,,,,,,,,,,,,,,,,,,,4239.561104583998,4239.561222167002,4239.561238000002,4239.584211959002,4239.584211959002,4239.584211959002,4239.584211959002,4242.576827334,4242.576827334,4243.573553791997,2,1,1.0285597490001237,0.21907191700302064,None,4243.574103167004,4243.574170166998,None,4243.574265916999,4243.5743009590005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_23_seed_1.png,8,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,8,8,8,4243.596662042,,,,,,,,,,,,,,,,,,,,,,4243.574692542003,4243.574790125,4243.574806000004,4243.596662042,4243.596662042,4243.596662042,4243.596662042,4246.609572250003,4246.609572250003,4247.5761414590015,1,1,0.7982153329940047,0.19302020800387254,None,4247.576670333998,4247.576731041998,None,4247.5768308339975,4247.576862458998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,9,9,9,4247.590314624998,,,,,,,,,,,,,,,,,,,,,,4247.577214042001,4247.577312209003,4247.577325209,4247.590314624998,4247.590314624998,4247.590314624998,4247.590314624998,4250.576194084002,4250.576194084002,4251.573626416997,None,0,,,None,4251.573994500002,4251.574072666997,None,4251.574189250001,4251.574220499999,None,4251.598206292001,4251.598206292001,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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71]",,,,,8,0,8,0,0,11,11,11,4255.597671709002,,,,,,,,,,,,,,,,,,,,,,4255.577722000002,4255.577840917002,4255.577856917,4255.597671709002,4255.597671709002,4255.597671709002,4255.597671709002,4258.609287874999,4258.609287874999,4259.593376958997,2,1,1.5552574989997083,0.1899052090011537,None,4259.594371708998,4259.594493334,None,4259.59464625,4259.594706374999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_456_seed_1.png,12,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,12,12,12,4259.618263459,,,,,,,,,,,,,,,,,,,,,,4259.595449375003,4259.595546500001,4259.595562458999,4259.618263459,4259.618263459,4259.618263459,4259.618263459,4262.610107166998,4262.610107166998,4263.606916167002,1,1,0.8136843329994008,0.19097170799796004,None,4263.607543667,4263.607636499997,None,4263.607753333999,4263.607793959003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_568_seed_1.png,13,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,13,13,13,4263.631975000004,,,,,,,,,,,,,,,,,,,,,,4263.608232416998,4263.608350499999,4263.608369250003,4263.631975000004,4263.631975000004,4263.631975000004,4263.631975000004,4266.6282204590025,4266.6282204590025,4267.610731125002,1,1,1.051942207996035,0.194023832998937,None,4267.611351,4267.611432917001,None,4267.611547834,4267.611586792002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_550_seed_1.png,14,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,14,14,14,4267.638149917002,,,,,,,,,,,,,,,,,,,,,,4267.612052875003,4267.612173709,4267.612189792002,4267.638149917002,4267.638149917002,4267.638149917002,4267.638149917002,4270.6422243749985,4270.6422243749985,4271.623669291999,1,1,0.8407275829958962,0.17801379100274062,None,4271.624317583999,4271.624392709004,None,4271.624507334003,4271.624547625004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_652_seed_1.png,15,0,1,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,15,15,15,4271.645642249998,,,,,,,,,,,,,,,,,,,,,,4271.624986167,4271.625104291998,4271.625122875004,4271.645642249998,4271.645642249998,4271.645642249998,4271.645642249998,4274.656451167,4274.656451167,4275.626892500004,2,1,1.4493101249972824,0.18595408299734117,None,4275.627404500003,4275.627465666999,None,4275.627559459004,4275.627591334,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_169_seed_1.png,16,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,16,16,16,4275.649889125001,,,,,,,,,,,,,,,,,,,,,,4275.627941667,4275.628037584,4275.628050125,4275.649889125001,4275.649889125001,4275.649889125001,4275.649889125001,4278.643599667004,4278.643599667004,4279.640473209001,1,1,1.547039748998941,0.20906087500043213,None,4279.641078792003,4279.641167292,None,4279.641291042004,4279.641344167001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_219_seed_1.png,17,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,17,17,17,4279.668663334,,,,,,,,,,,,,,,,,,,,,,4279.641785250002,4279.641924417003,4279.641940709,4279.668663334,4279.668663334,4279.668663334,4279.668663334,4282.673954750004,4282.673954750004,4283.645377667002,1,1,1.4313407079971512,0.19690479199925903,None,4283.646057500002,4283.646138917,None,4283.646260542002,4283.646300583998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_439_seed_1.png,18,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,18,18,18,4283.670633916998,,,,,,,,,,,,,,,,,,,,,,4283.646764666999,4283.646883375004,4283.646899500003,4283.670633916998,4283.670633916998,4283.670633916998,4283.670633916998,4286.676473749998,4286.676473749998,4287.659709459003,2,0,1.0622567080063163,0.19804304199351463,None,4287.660170042,4287.660227084001,None,4287.660307750004,4287.660336084002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,19,19,19,4287.673775584,,,,,,,,,,,,,,,,,,,,,,4287.660642709001,4287.660727667004,4287.660738541999,4287.673775584,4287.673775584,4287.673775584,4287.673775584,4290.660227542001,4290.660227542001,4291.660220874997,None,0,,,None,4291.660881417003,4291.660989417003,None,4291.6611284590035,4291.661181666997,None,4291.691585375003,4291.691585375003,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_187_seed_1.png,20,0,1,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,20,20,20,4291.691585375003,,,,,,,,,,,,,,,,,,,,,,4291.662038167,4291.662208041998,4291.662230333997,4291.691585375003,4291.691585375003,4291.691585375003,4291.691585375003,4294.690066084004,4294.690066084004,4295.675780334001,2,1,1.7934151250010473,0.22194287499587517,None,4295.676805208997,4295.676888458998,None,4295.676987917002,4295.677022625001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_255_seed_1.png,21,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_586_seed_1.png,30,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,30,30,30,4331.805431749999,,,,,,,,,,,,,,,,,,,,,,4331.778466333999,4331.7785589589985,4331.778571959003,4331.805431749999,4331.805431749999,4331.805431749999,4331.805431749999,4334.796786542,4334.796786542,4335.793075624999,1,1,1.475694166001631,0.21099524999590358,None,4335.793702875002,4335.793781042004,None,4335.793900999997,4335.793941709002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_745_seed_1.png,31,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,8,0,8,0,0,41,41,41,4375.9512718749975,,,,,,,,,,,,,,,,,,,,,,4375.925743624997,4375.925866375001,4375.925882000003,4375.9512718749975,4375.9512718749975,4375.9512718749975,4375.9512718749975,4378.943596917001,4378.943596917001,4379.926895249999,1,0,1.4660285410063807,0.22801649999746587,None,4379.927518834003,4379.927601249998,None,4379.927721500004,4379.927761459003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_560_seed_1.png,42,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,42,42,42,4379.955576417,,,,,,,,,,,,,,,,,,,,,,4379.928238125001,4379.928358666999,4379.928374709001,4379.955576417,4379.955576417,4379.955576417,4379.955576417,4382.957204750004,4382.957204750004,4383.940823124998,1,1,0.9467622070005746,0.2369330000001355,None,4383.941428167003,4383.941503499998,None,4383.941617875003,4383.941656542003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_496_seed_1.png,43,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,43,43,43,4383.967376875,,,,,,,,,,,,,,,,,,,,,,4383.942073625003,4383.942225209001,4383.942240959004,4383.967376875,4383.967376875,4383.967376875,4383.967376875,4386.961013250002,4386.961013250002,4387.942668333999,1,1,1.1689894160008407,0.20693891600240022,None,4387.943554958998,4387.943658374999,None,4387.943793874998,4387.943845875001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_157_seed_1.png,44,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,44,44,44,4387.968881708999,,,,,,,,,,,,,,,,,,,,,,4387.944484667001,4387.944804584004,4387.944822042002,4387.968881708999,4387.968881708999,4387.968881708999,4387.968881708999,4390.976719999999,4390.976719999999,4391.959732374999,2,0,1.9675221249999595,0.21996154099906562,None,4391.961085208997,4391.961266209,None,4391.961434917001,4391.961498375,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_666_seed_1.png,45,0,1,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,8,0,8,0,0,46,46,46,4396.000888000002,,,,,,,,,,,,,,,,,,,,,,4395.977786666997,4395.978404334004,4395.978419084,4396.000888000002,4396.000888000002,4396.000888000002,4396.000888000002,4399.007343459001,4399.007343459001,4399.980067791999,1,1,1.0564857909994316,0.2029383749977569,None,4399.980700166998,4399.980783625004,None,4399.9809084590015,4399.980952334001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_444_seed_1.png,47,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,47,47,47,4400.006534667002,,,,,,,,,,,,,,,,,,,,,,4399.981963958999,4399.982098,4399.982113792001,4400.006534667002,4400.006534667002,4400.006534667002,4400.006534667002,4403.009873709001,4403.009873709001,4403.992671833999,1,1,1.2639175829972373,0.1859619169990765,None,4403.993096709004,4403.993156959004,None,4403.993232291999,4403.993257417002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_185_seed_1.png,48,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,8,0,8,0,0,51,51,51,4416.035531709,,,,,,,,,,,,,,,,,,,,,,4416.0127177500035,4416.013048499997,4416.013066749998,4416.035531709,4416.035531709,4416.035531709,4416.035531709,4419.042988916997,4419.042988916997,4420.0265894589975,1,1,0.88991912399797,0.18893358299828833,None,4420.027258499998,4420.027341875,None,4420.027425500004,4420.027454709001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_40_seed_1.png,52,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,52,52,52,4420.052369584002,,,,,,,,,,,,,,,,,,,,,,4420.027787999999,4420.027958459003,4420.027969959003,4420.052369584002,4420.052369584002,4420.052369584002,4420.052369584002,4423.045578834004,4423.045578834004,4424.040839583999,1,1,1.074054498996702,0.16004875000362517,None,4424.041378374997,4424.041471459001,None,4424.041609209002,4424.0416479589985,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_471_seed_1.png,53,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,53,53,53,4424.069259208998,,,,,,,,,,,,,,,,,,,,,,4424.042096834004,4424.042224750003,4424.042240542003,4424.069259208998,4424.069259208998,4424.069259208998,4424.069259208998,4427.060588959001,4427.060588959001,4428.043910375003,1,1,1.2012457070013625,0.17596350000530947,None,4428.044351917,4428.044405792003,None,4428.044486625004,4428.044514499998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_50_seed_1.png,54,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,54,54,54,4428.067419792002,,,,,,,,,,,,,,,,,,,,,,4428.044816583999,4428.044914584003,4428.044925624999,4428.067419792002,4428.067419792002,4428.067419792002,4428.067419792002,4431.075279042001,4431.075279042001,4432.060652624998,2,0,2.1490873739967356,0.17207437500474043,None,4432.061617250001,4432.061701958999,None,4432.061781875003,4432.061809792001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_325_seed_1.png,55,0,1,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,55,55,55,4432.082535417001,,,,,,,,,,,,,,,,,,,,,,4432.062138667003,4432.062213584002,4432.062223375004,4432.082535417001,4432.082535417001,4432.082535417001,4432.082535417001,4435.077526708999,4435.077526708999,4436.074236792003,2,1,1.0298973329990986,0.15605062500253553,None,4436.074842667003,4436.0749340839975,None,4436.075064999997,4436.075104000003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_102_seed_1.png,56,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,56,56,56,4436.103739709004,,,,,,,,,,,,,,,,,,,,,,4436.075543667001,4436.0756667919995,4436.075682791998,4436.103739709004,4436.103739709004,4436.103739709004,4436.103739709004,4439.107625249999,4439.107625249999,4440.076675459,1,1,1.7748163319993182,0.1699850000004517,None,4440.077179250002,4440.077240584003,None,4440.077336374998,4440.077367999998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_48_1.png,57,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,57,57,57,4440.104265084003,,,,,,,,,,,,,,,,,,,,,,4440.077725333998,4440.07782975,4440.0778425840035,4440.104265084003,4440.104265084003,4440.104265084003,4440.104265084003,4443.109427875002,4443.109427875002,4444.093654750002,2,0,1.993239082999935,0.16005774999939604,None,4444.0942076670035,4444.094274667004,None,4444.094369625003,4444.094402875002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_419_seed_1.png,58,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,58,58,58,4444.1225789169985,,,,,,,,,,,,,,,,,,,,,,4444.094785292,4444.094886375002,4444.094899249998,4444.1225789169985,4444.1225789169985,4444.1225789169985,4444.1225789169985,4447.124182375002,4447.124182375002,4448.095328333999,1,1,1.3450006659986684,0.16391979200125206,None,4448.0959382500005,4448.096013667004,None,4448.096130750004,4448.096168875003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,59,1,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,59,59,59,4448.106803791998,,,,,,,,,,,,,,,,,,,,,,4448.096607084,4448.096728167002,4448.096744167,4448.106803791998,4448.106803791998,4448.106803791998,4448.106803791998,4451.094474750003,4451.094474750003,4452.091084291998,None,0,,,None,4452.0915248750025,4452.091600334003,None,4452.091738042,4452.091778250004,None,4452.122065000003,4452.122065000003,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_70_seed_1.png,60,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,60,60,60,4452.122065000003,,,,,,,,,,,,,,,,,,,,,,4452.092264416999,4452.092404584,4452.0924251250035,4452.122065000003,4452.122065000003,4452.122065000003,4452.122065000003,4455.126727709001,4455.126727709001,4456.0937657090035,1,1,1.2594592910027131,0.1531079159976798,None,4456.094274625,4456.094339125004,None,4456.094435625004,4456.094467750001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_416_seed_1.png,61,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,61,61,61,4456.119205916999,,,,,,,,,,,,,,,,,,,,,,4456.094815375,4456.094911291999,4456.094924208999,4456.119205916999,4456.119205916999,4456.119205916999,4456.119205916999,4459.110702625003,4459.110702625003,4460.107700624998,1,1,1.4684218330003205,0.16997529200307326,None,4460.108257291999,4460.108323417,None,4460.1084195,4460.108454292,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_15_seed_1.png,62,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,62,62,62,4460.131934249999,,,,,,,,,,,,,,,,,,,,,,4460.108864499998,4460.108964667001,4460.108977709002,4460.131934249999,4460.131934249999,4460.131934249999,4460.131934249999,4463.140939792,4463.140939792,4464.111176958999,None,0,,,None,4464.111721084002,4464.111815333999,None,4464.1119650420005,4464.112014416998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_699_seed_1.png,63,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,63,63,63,4464.135878916997,,,,,,,,,,,,,,,,,,,,,,4464.112552084,4464.112721834004,4464.112742042002,4464.135878916997,4464.135878916997,4464.135878916997,4464.135878916997,4467.127775749999,4467.127775749999,4468.124515916999,2,0,1.8357661240006564,0.17291920800198568,None,4468.125142834004,4468.125222250004,None,4468.125359292004,4468.125398459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_539_seed_1.png,64,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,64,64,64,4468.152669709001,,,,,,,,,,,,,,,,,,,,,,4468.125835416999,4468.125969749999,4468.125986416999,4468.152669709001,4468.152669709001,4468.152669709001,4468.152669709001,4471.157673875001,4471.157673875001,4472.127061542,1,1,0.8399322069963091,0.19308599999931175,None,4472.128091874998,4472.1282277089995,None,4472.128387042001,4472.128446791998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_372_seed_1.png,65,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,65,65,65,4472.150394791999,,,,,,,,,,,,,,,,,,,,,,4472.129376167002,4472.129526958997,4472.129548834004,4472.150394791999,4472.150394791999,4472.150394791999,4472.150394791999,4475.160159084,4475.160159084,4476.141079583998,1,1,0.990251499999431,0.18205216599744745,None,4476.141695375001,4476.141770292001,None,4476.141896542002,4476.141935584004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_295_seed_1.png,66,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,66,66,66,4476.167407041998,,,,,,,,,,,,,,,,,,,,,,4476.142374499999,4476.142519792003,4476.1425359170025,4476.167407041998,4476.167407041998,4476.167407041998,4476.167407041998,4479.161175624999,4479.161175624999,4480.144096542004,1,1,1.161281416003476,0.19302362499729497,None,4480.144720625001,4480.144796459004,None,4480.1449145840015,4480.144953791998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_338_seed_1.png,67,0,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,67,67,67,4480.169454499999,,,,,,,,,,,,,,,,,,,,,,4480.145406542004,4480.1455255420005,4480.145541334001,4480.169454499999,4480.169454499999,4480.169454499999,4480.169454499999,4483.174515708997,4483.174515708997,4484.148550500002,1,1,1.0352462910013855,0.20993783299491042,None,4484.1492183340015,4484.149300584002,None,4484.149417667002,4484.1494571250005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,8,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,68,68,68,4484.161720292002,,,,,,,,,,,,,,,,,,,,,,4484.149889875,4484.150040500004,4484.150057500003,4484.161720292002,4484.161720292002,4484.161720292002,4484.161720292002,4487.157644250001,4487.157644250001,4488.1442695000005,None,0,,,None,4488.144628667003,4488.144689250003,None,4488.144791459003,4488.1448265,None,4488.157671084002,4488.157671084002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,69,1,0,1,8,4,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,69,69,69,4488.157671084002,,,,,,,,,,,,,,,,,,,,,,4488.14520875,4488.145300000004,4488.145313250003,4488.157671084002,4488.157671084002,4488.157671084002,4488.157671084002,4491.145020000004,4491.145020000004,4492.143967083997,None,0,,,None,4492.144633875003,4515.425374625003,1,4515.425976874998,4533.109007334002,equal,4492.160658458997,4492.160658458997,4492.160658458997,4492.160658458997,23.257204290996015,None,4515.434354792,4515.434354792,17.67159524899762,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,8,0,8,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_297_seed_1.png,0,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,9,0,9,0,0,1,1,1,4537.165852042002,,,,,,,,,,,,,,,,,,,,,,4537.143301292002,4537.143435083999,4537.143451374999,4537.165852042002,4537.165852042002,4537.165852042002,4537.165852042002,4540.1607577090035,4540.1607577090035,4541.143950459002,1,0,0.9530301240010886,0.20703158399555832,None,4541.144458292001,4541.144520417001,None,4541.144618291997,4541.144650167,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_346_seed_1.png,2,0,1,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,2,2,2,4541.166635250003,,,,,,,,,,,,,,,,,,,,,,4541.144999042001,4541.145095291999,4541.145108124998,4541.166635250003,4541.166635250003,4541.166635250003,4541.166635250003,4544.161447459002,4544.161447459002,4545.158592500004,2,1,1.0142311249946943,0.17509708300349303,None,4545.159843166999,4545.159968874999,None,4545.160109042001,4545.160160833999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_743_seed_1.png,3,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,3,3,3,4545.188143416999,,,,,,,,,,,,,,,,,,,,,,4545.160780958999,4545.161005542002,4545.161022792003,4545.188143416999,4545.188143416999,4545.188143416999,4545.188143416999,4548.177815458999,4548.177815458999,4549.174522166999,1,1,1.499774873998831,0.20198845800041454,None,4549.175042374998,4549.175103709,None,4549.175214959003,4549.175246708997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_600_seed_1.png,4,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,4,4,4,4549.197828167002,,,,,,,,,,,,,,,,,,,,,,4549.175591917003,4549.175700334003,4549.175713249999,4549.197828167002,4549.197828167002,4549.197828167002,4549.197828167002,4552.207946499999,4552.207946499999,4553.177453459,1,1,1.3980933750062832,0.20096266600012314,None,4553.177959834,4553.1780227089985,None,4553.178116542003,4553.178149125,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_433_seed_1.png,5,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,5,5,5,4553.197542250004,,,,,,,,,,,,,,,,,,,,,,4553.178464958997,4553.178546292002,4553.178557416999,4553.197542250004,4553.197542250004,4553.197542250004,4553.197542250004,4556.209994000004,4556.209994000004,4557.191322749997,1,1,0.9914249989960808,0.21787808400404174,None,4557.191832334,4557.191909834,None,4557.1920431670005,4557.192075291998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_468_seed_1.png,6,0,1,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,6,6,6,4557.218225083998,,,,,,,,,,,,,,,,,,,,,,4557.192422667002,4557.192521792,4557.192537875002,4557.218225083998,4557.218225083998,4557.218225083998,4557.218225083998,4560.224555708999,4560.224555708999,4561.194365333999,1,0,1.6677479999998468,0.1949939580008504,None,4561.19497425,4561.195050167,None,4561.195168416998,4561.195207292003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_505_2.png,7,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,7,7,7,4561.218657750003,,,,,,,,,,,,,,,,,,,,,,4561.195625417,4561.195741791998,4561.195757417001,4561.218657750003,4561.218657750003,4561.218657750003,4561.218657750003,4564.224557334004,4564.224557334004,4565.210746000004,1,1,1.3152963739994448,0.17796233300032327,None,4565.211228084001,4565.211286459002,None,4565.211368834003,4565.211398334002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_pool2.jpg,8,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,8,8,8,4565.241330625002,,,,,,,,,,,,,,,,,,,,,,4565.211721749998,4565.211803292004,4565.211814333998,4565.241330625002,4565.241330625002,4565.241330625002,4565.241330625002,4568.243943792004,4568.243943792004,4569.213063499999,2,0,1.974539000002551,0.20999091600242537,None,4569.2136017090015,4569.213666542004,None,4569.213761667001,4569.2137943749985,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,9,9,9,4569.223922792,,,,,,,,,,,,,,,,,,,,,,4569.214146541999,4569.214261041998,4569.214274375001,4569.223922792,4569.223922792,4569.223922792,4569.223922792,4572.210620083999,4572.210620083999,4573.210964416998,None,0,,,None,4573.211692917001,4573.211829959,None,4573.211995124999,4573.212060874997,None,4573.240729459001,4573.240729459001,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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71]",,,,,9,0,9,0,0,11,11,11,4577.253699499997,,,,,,,,,,,,,,,,,,,,,,4577.230523083999,4577.230621374998,4577.230632084,4577.253699499997,4577.253699499997,4577.253699499997,4577.253699499997,4580.2450564590035,4580.2450564590035,4581.243555292,1,1,0.6932872489996953,0.1659934589988552,None,4581.2440878339985,4581.244155334003,None,4581.244250959004,4581.244286916997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_515_seed_1.png,12,0,1,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,12,12,12,4581.267580416999,,,,,,,,,,,,,,,,,,,,,,4581.244645958999,4581.244762084003,4581.244774958999,4581.267580416999,4581.267580416999,4581.267580416999,4581.267580416999,4584.261212750003,4584.261212750003,4585.259667999999,1,0,1.1483907910005655,0.16299749999598134,None,4585.260843709002,4585.261018208999,None,4585.261220708999,4585.261296500001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_384_seed_1.png,13,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,13,13,13,4585.282755500004,,,,,,,,,,,,,,,,,,,,,,4585.2624252919995,4585.262706041998,4585.262727875001,4585.282755500004,4585.282755500004,4585.282755500004,4585.282755500004,4588.292974542004,4588.292974542004,4589.277685624998,1,1,1.0092353319996619,0.1600702089999686,None,4589.2788142920035,4589.278986500001,None,4589.279150374998,4589.279216584,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_65_seed_1.png,14,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,14,14,14,4589.302089584002,,,,,,,,,,,,,,,,,,,,,,4589.279989209004,4589.280119125004,4589.280136834001,4589.302089584002,4589.302089584002,4589.302089584002,4589.302089584002,4592.308040875003,4592.308040875003,4593.294513792003,1,1,1.1209256239962997,0.15197704199817963,None,4593.295426584002,4593.295534709003,None,4593.295664875004,4593.295714917003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_695_seed_1.png,15,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,15,15,15,4593.321427417002,,,,,,,,,,,,,,,,,,,,,,4593.296389834002,4593.296699541999,4593.296716917001,4593.321427417002,4593.321427417002,4593.321427417002,4593.321427417002,4596.326676000004,4596.326676000004,4597.311126375003,1,1,0.934702708000259,0.17287287500221282,None,4597.312212083998,4597.312304250001,None,4597.312393749999,4597.312424584001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_886_1.png,16,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,16,16,16,4597.337969500004,,,,,,,,,,,,,,,,,,,,,,4597.3127957920005,4597.312892084003,4597.312903709004,4597.337969500004,4597.337969500004,4597.337969500004,4597.337969500004,4600.328473583999,4600.328473583999,4601.3269184169985,1,1,1.5230437499994878,0.17700433299614815,None,4601.328199875003,4601.328392084004,None,4601.328555166998,4601.328614750004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_467_seed_1.png,17,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,17,17,17,4601.355462584004,,,,,,,,,,,,,,,,,,,,,,4601.3294782090015,4601.329693959,4601.329714708998,4601.355462584004,4601.355462584004,4601.355462584004,4601.355462584004,4604.35805725,4604.35805725,4605.341434000002,1,1,1.1745813739980804,0.14699979199940572,None,4605.3419401670035,4605.342002584002,None,4605.3421195420015,4605.342151249999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_599_seed_1.png,18,0,1,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,18,18,18,4605.365201417,,,,,,,,,,,,,,,,,,,,,,4605.342516666999,4605.342625875004,4605.342650750004,4605.365201417,4605.365201417,4605.365201417,4605.365201417,4608.378245874999,4608.378245874999,4609.345647791997,2,1,1.3148924580018502,0.20301737500267336,None,4609.3468871669975,4609.347065000002,None,4609.347206375001,4609.347260084003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,19,19,19,4609.3749266250015,,,,,,,,,,,,,,,,,,,,,,4609.348003416999,4609.348296542004,4609.3483140840035,4609.3749266250015,4609.3749266250015,4609.3749266250015,4609.3749266250015,4612.376511584,4612.376511584,4613.358181249998,None,0,,,None,4613.358498417001,4613.358552042002,None,4613.358634625001,4613.358662209001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_748_seed_1.png,39,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,39,39,39,4689.621545084003,,,,,,,,,,,,,,,,,,,,,,4689.596457959,4689.596591875001,4689.596608291999,4689.621545084003,4689.621545084003,4689.621545084003,4689.621545084003,4692.611722875001,4692.611722875001,4693.6100328750035,1,1,1.2688682079970022,0.25798970800678944,None,4693.611120834001,4693.611234167001,None,4693.611357458998,4693.611400333997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_303_seed_1.png,40,0,0,0,9,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_425_seed_1.png,2,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,2,2,2,4855.484236333999,,,,,,,,,,,,,,,,,,,,,,4855.460379750002,4855.460498166998,4855.460513874998,4855.484236333999,4855.484236333999,4855.484236333999,4855.484236333999,4858.492311959002,4858.492311959002,4859.461673584003,2,1,0.7326953740048339,0.23005704199749744,None,4859.462465791999,4859.462531459001,None,4859.462629334004,4859.462663917002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_99_seed_1.png,3,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,11,11,11,4891.523106291999,,,,,,,,,,,,,,,,,,,,,,4891.497308667,4891.497410709002,4891.497427209004,4891.523106291999,4891.523106291999,4891.523106291999,4891.523106291999,4894.525768625004,4894.525768625004,4895.509114583998,1,1,1.348012374000973,0.19802741699822946,None,4895.509750917001,4895.509826916998,None,4895.509944750003,4895.509983625001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_723_seed_1.png,12,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,12,12,12,4895.535798541998,,,,,,,,,,,,,,,,,,,,,,4895.510415459001,4895.5105330840015,4895.510548999999,4895.535798541998,4895.535798541998,4895.535798541998,4895.535798541998,4898.529036833999,4898.529036833999,4899.512475875003,1,1,1.0422657080052886,0.1879964170002495,None,4899.513083874997,4899.513161667004,None,4899.513281,4899.513320042002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_121_seed_1.png,13,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,13,13,13,4899.538811167004,,,,,,,,,,,,,,,,,,,,,,4899.513796334002,4899.513916709002,4899.513935417002,4899.538811167004,4899.538811167004,4899.538811167004,4899.538811167004,4902.5444849999985,4902.5444849999985,4903.525908042,1,1,1.1693347499967786,0.20794025000213878,None,4903.526544125001,4903.526617875003,None,4903.526732416998,4903.526786625,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_451_seed_1.png,14,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,14,14,14,4903.552593500004,,,,,,,,,,,,,,,,,,,,,,4903.527206209001,4903.527323000002,4903.527339042004,4903.552593500004,4903.552593500004,4903.552593500004,4903.552593500004,4906.545681709002,4906.545681709002,4907.528637167001,1,1,0.7455712910013972,0.15400775000307476,None,4907.529550667001,4907.529657167004,None,4907.529790334003,4907.529842709002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_181_seed_1.png,15,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,15,15,15,4907.554782792002,,,,,,,,,,,,,,,,,,,,,,4907.530578584003,4907.530907375003,4907.530925042003,4907.554782792002,4907.554782792002,4907.554782792002,4907.554782792002,4910.561657459002,4910.561657459002,4911.542457167001,1,1,2.0633496660011588,0.18909095900016837,None,4911.542964084001,4911.543025708997,None,4911.543138084002,4911.543171042002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_647_seed_1.png,16,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,16,16,16,4911.5644389169975,,,,,,,,,,,,,,,,,,,,,,4911.543541125,4911.543645625003,4911.543658750001,4911.5644389169975,4911.5644389169975,4911.5644389169975,4911.5644389169975,4914.566989167004,4914.566989167004,4915.545249667004,1,1,1.1557964579988038,0.1889800419958192,None,4915.545744667004,4915.545809625,None,4915.545893417002,4915.545923709004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_499_seed_1.png,17,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,17,17,17,4915.570364250001,,,,,,,,,,,,,,,,,,,,,,4915.546264750003,4915.5463522499995,4915.546363041998,4915.570364250001,4915.570364250001,4915.570364250001,4915.570364250001,4918.575835459,4918.575835459,4919.5617844590015,1,1,0.99089899899991,0.20801941699755844,None,4919.5623939590005,4919.5624695840015,None,4919.562587542001,4919.562626667001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_207_seed_1.png,18,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,18,18,18,4919.584684709,,,,,,,,,,,,,,,,,,,,,,4919.563066374998,4919.563179459001,4919.563195667004,4919.584684709,4919.584684709,4919.584684709,4919.584684709,4922.5790483750025,4922.5790483750025,4923.576019583998,2,1,1.0225455830004648,0.18488595799863106,None,4923.576538792004,4923.576621334003,None,4923.576754250003,4923.576794834,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,19,19,19,4923.587563834,,,,,,,,,,,,,,,,,,,,,,4923.577236417004,4923.577367292004,4923.577383625001,4923.587563834,4923.587563834,4923.587563834,4923.587563834,4926.578835667002,4926.578835667002,4927.576121667,None,0,,,None,4927.576601000001,4927.576677375,None,4927.5768035,4927.576855416999,None,4927.604719499999,4927.604719499999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_228_seed_1.png,26,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,26,26,26,4951.655186124997,,,,,,,,,,,,,,,,,,,,,,4951.629382874999,4951.629740959004,4951.629782249998,4951.655186124997,4951.655186124997,4951.655186124997,4951.655186124997,4954.646200417003,4954.646200417003,4955.644728500003,1,1,1.0251434160018107,0.16301683300116565,None,4955.645113291997,4955.645170167001,None,4955.645244749998,4955.645269166998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_566_seed_1.png,27,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,37,37,37,4995.752730583998,,,,,,,,,,,,,,,,,,,,,,4995.727519500004,4995.727639584002,4995.727652667003,4995.752730583998,4995.752730583998,4995.752730583998,4995.752730583998,4998.759449999998,4998.759449999998,4999.730039374997,2,1,1.0946869580002385,0.1860902080006781,None,4999.730650666999,4999.730726583999,None,4999.730844917001,4999.730883709002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_698_seed_1.png,38,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,41,41,41,5011.788363874999,,,,,,,,,,,,,,,,,,,,,,5011.763505584,5011.763622500002,5011.763638791999,5011.788363874999,5011.788363874999,5011.788363874999,5011.788363874999,5014.792912249999,5014.792912249999,5015.765880708997,1,1,0.8842128329997649,0.18498141699819826,None,5015.7664546669985,5015.766528,None,5015.766642250004,5015.766683709,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_201_seed_1.png,42,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,42,42,42,5015.790330875003,,,,,,,,,,,,,,,,,,,,,,5015.767103709004,5015.767224791998,5015.767240708999,5015.790330875003,5015.790330875003,5015.790330875003,5015.790330875003,5018.796308999998,5018.796308999998,5019.776284459003,1,1,1.3772438739979407,0.19801587500114692,None,5019.776788666997,5019.776850250004,None,5019.776943917001,5019.776975583998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_183_seed_1.png,43,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,44,44,44,5023.803277042003,,,,,,,,,,,,,,,,,,,,,,5023.780107042003,5023.780225292001,5023.780241875,5023.803277042003,5023.803277042003,5023.803277042003,5023.803277042003,5026.799497417,5026.799497417,5027.793011166999,1,1,1.060235791002924,0.19407520900131203,None,5027.793568375004,5027.793634250003,None,5027.793729417004,5027.793764624999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_721_seed_1.png,45,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,51,51,51,5051.870481375001,,,,,,,,,,,,,,,,,,,,,,5051.844244749998,5051.844347209,5051.844360374998,5051.870481375001,5051.870481375001,5051.870481375001,5051.870481375001,5054.879590124998,5054.879590124998,5055.846682125004,1,1,0.7261540000035893,0.18902970799535979,None,5055.847296542001,5055.847370625001,None,5055.847485083999,5055.847523875003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_594_seed_1.png,52,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,52,52,52,5055.874266291998,,,,,,,,,,,,,,,,,,,,,,5055.8479476249995,5055.848068291998,5055.848084124998,5055.874266291998,5055.874266291998,5055.874266291998,5055.874266291998,5058.876359667003,5058.876359667003,5059.860131542002,1,1,1.4295734990009805,0.17579933300294215,None,5059.861201667001,5059.861338916999,None,5059.861480792002,5059.861529542002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_93_seed_1.png,53,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,53,53,53,5059.886802209003,,,,,,,,,,,,,,,,,,,,,,5059.862211792002,5059.862437167001,5059.8624546670035,5059.886802209003,5059.886802209003,5059.886802209003,5059.886802209003,5062.879857500004,5062.879857500004,5063.867185834002,1,1,1.024852499998815,0.2140540830005193,None,5063.867797291998,5063.867871916998,None,5063.867990209001,5063.868028625002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_642_seed_1.png,54,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,54,54,54,5063.890610458999,,,,,,,,,,,,,,,,,,,,,,5063.868449709,5063.868576334004,5063.868592125,5063.890610458999,5063.890610458999,5063.890610458999,5063.890610458999,5066.880214042001,5066.880214042001,5067.876462749999,1,1,1.2190857069945196,0.19604637500015087,None,5067.876950709004,5067.877009875003,None,5067.877094208998,5067.877121792,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_383_seed_1.png,55,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,55,55,55,5067.903545916997,,,,,,,,,,,,,,,,,,,,,,5067.877457959003,5067.877556708998,5067.877568292002,5067.903545916997,5067.903545916997,5067.903545916997,5067.903545916997,5070.909740249997,5070.909740249997,5071.879461124998,2,0,2.4121527910028817,0.192128832997696,None,5071.880071334002,5071.880147959004,None,5071.880261999999,5071.880301709003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_683_seed_1.png,56,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,56,56,56,5071.906459042002,,,,,,,,,,,,,,,,,,,,,,5071.880683292002,5071.880779209001,5071.880792124997,5071.906459042002,5071.906459042002,5071.906459042002,5071.906459042002,5074.9097461249985,5074.9097461249985,5075.896567208998,1,1,0.7622930830038968,0.18302541699813446,None,5075.897474416997,5075.897574374998,None,5075.8976937920015,5075.897734874998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_344_seed_1.png,57,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,57,57,57,5075.924445459001,,,,,,,,,,,,,,,,,,,,,,5075.8981919590005,5075.898315500002,5075.898332292003,5075.924445459001,5075.924445459001,5075.924445459001,5075.924445459001,5078.926340874998,5078.926340874998,5079.909911292001,1,1,1.3682513749954524,0.17805675000272458,None,5079.910527542001,5079.9106225,None,5079.910739500003,5079.910779833997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_612_seed_1.png,58,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,58,58,58,5079.937122916999,,,,,,,,,,,,,,,,,,,,,,5079.911220667003,5079.9113551249975,5079.911373458999,5079.937122916999,5079.937122916999,5079.937122916999,5079.937122916999,5082.947732834,5082.947732834,5083.912768292001,1,1,1.4616166240011808,0.16399366699624807,None,5083.913168042003,5083.913217709,None,5083.913289917,5083.913314167003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,59,1,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,59,59,59,5083.926528374999,,,,,,,,,,,,,,,,,,,,,,5083.9135813340035,5083.913667375004,5083.913677124998,5083.926528374999,5083.926528374999,5083.926528374999,5083.926528374999,5086.928804292002,5086.928804292002,5087.909914750002,None,0,,,None,5087.910271792003,5087.910332334002,None,5087.910442166998,5087.910473333999,None,5087.938617833999,5087.938617833999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_108_seed_1.png,60,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,60,60,60,5087.938617833999,,,,,,,,,,,,,,,,,,,,,,5087.9108448339975,5087.910949541998,5087.91096275,5087.938617833999,5087.938617833999,5087.938617833999,5087.938617833999,5090.943095916999,5090.943095916999,5091.9122213750015,1,1,1.1162283329977072,0.16186433300026692,None,5091.912698125001,5091.912759209001,None,5091.912841750003,5091.912869749998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_222_seed_1.png,61,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,61,61,61,5091.936619042004,,,,,,,,,,,,,,,,,,,,,,5091.913194417,5091.913275125,5091.913286542003,5091.936619042004,5091.936619042004,5091.936619042004,5091.936619042004,5094.943186000004,5094.943186000004,5095.913653167001,1,1,0.9981399159951252,0.1880870830063941,None,5095.914263416998,5095.914347375001,None,5095.914464292,5095.914511499999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_517_seed_1.png,62,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,62,62,62,5095.93896575,,,,,,,,,,,,,,,,,,,,,,5095.914977834,5095.915101999999,5095.9151177090025,5095.93896575,5095.93896575,5095.93896575,5095.93896575,5098.945889959003,5098.945889959003,5099.928999917,2,0,1.3098612489993684,0.16892691699467832,None,5099.929648875004,5099.929730374999,None,5099.929845250001,5099.9298840420015,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_710_seed_1.png,63,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,63,63,63,5099.953276583998,,,,,,,,,,,,,,,,,,,,,,5099.930684792002,5099.930839542001,5099.930855584003,5099.953276583998,5099.953276583998,5099.953276583998,5099.953276583998,5102.959766209002,5102.959766209002,5103.946454834004,1,0,1.5205984160056687,0.18988883400015766,None,5103.947370292,5103.947475583998,None,5103.947576917002,5103.947614124998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_410_seed_1.png,64,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,64,64,64,5103.972469375003,,,,,,,,,,,,,,,,,,,,,,5103.948021249998,5103.948131917001,5103.948145209004,5103.972469375003,5103.972469375003,5103.972469375003,5103.972469375003,5106.976625374999,5106.976625374999,5107.961823209,2,1,0.997342665999895,0.2250232500009588,None,5107.962987291998,5107.963156459002,None,5107.963293749999,5107.963346000004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_473_seed_1.png,65,0,1,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,65,65,65,5107.989000499998,,,,,,,,,,,,,,,,,,,,,,5107.964050875002,5107.964406542,5107.964451042004,5107.989000499998,5107.989000499998,5107.989000499998,5107.989000499998,5110.993193625,5110.993193625,5111.980262875004,2,1,0.9418487500006449,0.19306337499438087,None,5111.9808862499995,5111.980970167002,None,5111.981092583999,5111.9811385420035,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_382_seed_1.png,66,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,66,66,66,5112.007149541998,,,,,,,,,,,,,,,,,,,,,,5111.9816233750025,5111.981754041997,5111.9817699589985,5112.007149541998,5112.007149541998,5112.007149541998,5112.007149541998,5115.012379708998,5115.012379708998,5115.996881917003,1,1,0.8177494159972412,0.1820006670022849,None,5115.998003125002,5115.998131959001,None,5115.998259874999,5115.998302874999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_81_seed_1.png,67,0,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,67,67,67,5116.024212917,,,,,,,,,,,,,,,,,,,,,,5115.998802292001,5115.998934750001,5115.998951458998,5116.024212917,5116.024212917,5116.024212917,5116.024212917,5119.029024208998,5119.029024208998,5120.009997041998,1,1,0.7865982079965761,0.2060779170060414,None,5120.010605417003,5120.0106915,None,5120.010811166998,5120.010869459002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,10,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,68,68,68,5120.021303667003,,,,,,,,,,,,,,,,,,,,,,5120.011297666999,5120.011447834004,5120.011463667004,5120.021303667003,5120.021303667003,5120.021303667003,5120.021303667003,5123.012997709004,5123.012997709004,5124.011610499998,None,0,,,None,5124.012485500003,5124.012600916998,None,5124.012729959002,5124.012778666998,None,5124.0233375840035,5124.0233375840035,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,69,1,0,1,10,4,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,69,69,69,5124.0233375840035,,,,,,,,,,,,,,,,,,,,,,5124.013411042004,5124.013556999998,5124.013574249999,5124.0233375840035,5124.0233375840035,5124.0233375840035,5124.0233375840035,5127.028643292004,5127.028643292004,5128.011237459003,None,0,,,None,5128.012060875,5139.511369624997,1,5139.512070042001,5171.747346208998,equal,5128.028936834002,5128.028936834002,5128.028936834002,5128.028936834002,11.468035124999005,None,5139.516858125004,5139.516858125004,32.21828770799766,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,10,0,10,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_706_seed_1.png,0,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,0,0,0,5171.787395667001,,,,,,,,,,,,,,,,,,,,,,5171.763919083998,5171.764519584001,5171.764536625,5171.787395667001,5171.787395667001,5171.787395667001,5171.787395667001,5174.795208834003,5174.795208834003,5175.765607375004,2,1,1.1667116660028114,0.1729376660005073,None,5175.766497417004,5175.766563541998,None,5175.7667705839995,5175.766805833999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_534_seed_1.png,1,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,7,7,7,5199.838927875004,,,,,,,,,,,,,,,,,,,,,,5199.8158894590015,5199.816024125001,5199.816040083999,5199.838927875004,5199.838927875004,5199.838927875004,5199.838927875004,5202.829994917003,5202.829994917003,5203.826803208998,1,1,1.4432406659980188,0.16203166700142901,None,5203.827309792003,5203.827373,None,5203.827469167001,5203.827503084001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_258_seed_1.png,8,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/8_78.png,10,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,10,10,10,5211.846372084001,,,,,,,,,,,,,,,,,,,,,,5211.830589375,5211.830658416999,5211.830668084003,5211.846372084001,5211.846372084001,5211.846372084001,5211.846372084001,5214.845134834002,5214.845134834002,5215.829996459004,1,1,1.2147914989982382,0.19308558299962897,None,5215.830997500001,5215.831141959003,None,5215.831308667002,5215.831370209002,None,5215.858514584004,5215.858514584004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_613_seed_1.png,11,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,12,12,12,5219.870847709004,,,,,,,,,,,,,,,,,,,,,,5219.848274584001,5219.84837675,5219.848390167004,5219.870847709004,5219.870847709004,5219.870847709004,5219.870847709004,5222.863634334004,5222.863634334004,5223.863231333999,1,0,1.7044227910009795,0.19192766700143693,None,5223.864120500002,5223.864227416998,None,5223.864364583998,5223.864417083998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_210_seed_1.png,13,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,13,13,13,5223.890518542001,,,,,,,,,,,,,,,,,,,,,,5223.865491042001,5223.865638249998,5223.865654542002,5223.890518542001,5223.890518542001,5223.890518542001,5223.890518542001,5226.8804240419995,5226.8804240419995,5227.879611834003,1,1,1.3377400410026894,0.15099349999945844,None,5227.880220584004,5227.880295458999,None,5227.880413708997,5227.880452124999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_562_seed_1.png,14,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,14,14,14,5227.905270791998,,,,,,,,,,,,,,,,,,,,,,5227.880877042,5227.880993084,5227.881008834003,5227.905270791998,5227.905270791998,5227.905270791998,5227.905270791998,5230.912193333999,5230.912193333999,5231.896512959,2,1,1.2820140830008313,0.20202275000337977,None,5231.897549542002,5231.897669500002,None,5231.897830875001,5231.897890542001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_595_seed_1.png,15,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,15,15,15,5231.926204791998,,,,,,,,,,,,,,,,,,,,,,5231.898663209002,5231.900279959002,5231.900319375003,5231.926204791998,5231.926204791998,5231.926204791998,5231.926204791998,5234.927001374999,5234.927001374999,5235.913483417004,1,1,1.0080367909977213,0.19800937500258442,None,5235.914369584003,5235.914477709004,None,5235.914604999998,5235.9146502919975,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_570_seed_1.png,16,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,16,16,16,5235.943046459004,,,,,,,,,,,,,,,,,,,,,,5235.915322458997,5235.915672042,5235.915690000002,5235.943046459004,5235.943046459004,5235.943046459004,5235.943046459004,5238.934063875,5238.934063875,5239.927148875002,1,1,1.5201874990016222,0.16704529200069373,None,5239.927607209,5239.927667208998,None,5239.92774875,5239.927776791999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_143_seed_1.png,17,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,17,17,17,5239.954205125003,,,,,,,,,,,,,,,,,,,,,,5239.928095000003,5239.928437250004,5239.928448667,5239.954205125003,5239.954205125003,5239.954205125003,5239.954205125003,5242.960434500004,5242.960434500004,5243.931796834004,1,1,1.1250649159992463,0.16799737499968614,None,5243.932403167004,5243.932478458999,None,5243.932598500003,5243.932637500002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_190_seed_1.png,18,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,18,18,18,5243.959061334004,,,,,,,,,,,,,,,,,,,,,,5243.933088334001,5243.933206916998,5243.933222792002,5243.959061334004,5243.959061334004,5243.959061334004,5243.959061334004,5246.947233958999,5246.947233958999,5247.943738250004,1,1,1.1421943329987698,0.17409075000614394,None,5247.944336125001,5247.944410208998,None,5247.944528959,5247.944566874998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,19,19,19,5247.9549053340015,,,,,,,,,,,,,,,,,,,,,,5247.945001874999,5247.945121625002,5247.945137709001,5247.9549053340015,5247.9549053340015,5247.9549053340015,5247.9549053340015,5250.947323041997,5250.947323041997,5251.945505750002,None,0,,,None,5251.946163749999,5251.946262666999,None,5251.946386417003,5251.946430374999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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71]",,,,,11,0,11,0,0,21,21,21,5255.987737084004,,,,,,,,,,,,,,,,,,,,,,5255.965011084001,5255.965134416998,5255.965144333997,5255.987737084004,5255.987737084004,5255.987737084004,5255.987737084004,5258.993723625004,5258.993723625004,5259.980070459002,1,1,1.0115907069994137,0.22798316700209398,None,5259.980708167001,5259.980806334002,None,5259.980906459001,5259.980940875001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_481_seed_1.png,22,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,22,22,22,5260.004733000002,,,,,,,,,,,,,,,,,,,,,,5259.981313917,5259.981420083997,5259.981433292,5260.004733000002,5260.004733000002,5260.004733000002,5260.004733000002,5263.010365834001,5263.010365834001,5263.993939042004,1,1,1.1226331660000142,0.19606229200144298,None,5263.994581999999,5263.994658959004,None,5263.994778749999,5263.994830834003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_452_seed_1.png,23,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,23,23,23,5264.021028125004,,,,,,,,,,,,,,,,,,,,,,5263.995280458999,5263.995424583998,5263.995454666998,5264.021028125004,5264.021028125004,5264.021028125004,5264.021028125004,5267.029981874999,5267.029981874999,5268.012606959004,1,1,0.8632697490029386,0.22110962500300957,None,5268.0135295,5268.013642625003,None,5268.013785000003,5268.013841417,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_719_seed_1.png,24,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,24,24,24,5268.041930334002,,,,,,,,,,,,,,,,,,,,,,5268.014664250004,5268.015015792,5268.015036666999,5268.041930334002,5268.041930334002,5268.041930334002,5268.041930334002,5271.043742499998,5271.043742499998,5272.030431042003,1,1,0.9504843739996431,0.17495058399799746,None,5272.031472750001,5272.031639917004,None,5272.031843417004,5272.031901959002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_385_seed_1.png,25,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,25,25,25,5272.058830000002,,,,,,,,,,,,,,,,,,,,,,5272.032708749997,5272.0328718750025,5272.032894083997,5272.058830000002,5272.058830000002,5272.058830000002,5272.058830000002,5275.060469124997,5275.060469124997,5276.043865416999,1,1,0.9976240410032915,0.20299295899894787,None,5276.044417917001,5276.044484167003,None,5276.044580583999,5276.044615125,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_278_seed_1.png,26,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,26,26,26,5276.070930125003,,,,,,,,,,,,,,,,,,,,,,5276.045018999997,5276.045123542004,5276.045139125003,5276.070930125003,5276.070930125003,5276.070930125003,5276.070930125003,5279.0790972500035,5279.0790972500035,5280.046726667002,2,0,1.3744906240026467,0.2090499589976389,None,5280.047338541997,5280.047415624998,None,5280.047530374999,5280.047570667004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_574_seed_1.png,27,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,27,27,27,5280.073398792003,,,,,,,,,,,,,,,,,,,,,,5280.047990209001,5280.048109666997,5280.048125667003,5280.073398792003,5280.073398792003,5280.073398792003,5280.073398792003,5283.063882000002,5283.063882000002,5284.063417875004,1,1,1.426010708004469,0.18800112499593524,None,5284.063874667001,5284.063932500001,None,5284.0640179170005,5284.064045584004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/4_89.png,28,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,28,28,28,5284.079775459002,,,,,,,,,,,,,,,,,,,,,,5284.064352041998,5284.064445791999,5284.0644567499985,5284.079775459002,5284.079775459002,5284.079775459002,5284.079775459002,5287.079630250002,5287.079630250002,5288.063862374998,2,0,2.178716957998404,0.21400266599812312,None,5288.064471167003,5288.064545916997,None,5288.064660292002,5288.0646984589985,None,5288.092150124998,5288.092150124998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_8_seed_1.png,29,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,29,29,29,5288.092150124998,,,,,,,,,,,,,,,,,,,,,,5288.065116459002,5288.065229459004,5288.065245416998,5288.092150124998,5288.092150124998,5288.092150124998,5288.092150124998,5291.096092667001,5291.096092667001,5292.079871709,2,1,1.1912914569984423,0.1979452500017942,None,5292.080488625004,5292.080570958999,None,5292.080689374998,5292.080730583999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_499_seed_1.png,30,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,30,30,30,5292.103253209003,,,,,,,,,,,,,,,,,,,,,,5292.081176792002,5292.0812667499995,5292.081277917001,5292.103253209003,5292.103253209003,5292.103253209003,5292.103253209003,5295.097088167,5295.097088167,5296.0940162920015,2,1,1.2182939159974921,0.18989250000595348,None,5296.094629375002,5296.094706292002,None,5296.094834584001,5296.094874584,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_579_seed_1.png,31,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,31,31,31,5296.122882959004,,,,,,,,,,,,,,,,,,,,,,5296.095305709001,5296.095455625,5296.095476167,5296.122882959004,5296.122882959004,5296.122882959004,5296.122882959004,5299.114609208998,5299.114609208998,5300.096827583999,1,1,0.8935482910019346,0.20006020800065016,None,5300.097452834001,5300.097529792001,None,5300.097647667004,5300.097686166999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_584_seed_1.png,32,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,32,32,32,5300.1232640419985,,,,,,,,,,,,,,,,,,,,,,5300.098114792003,5300.0982383750015,5300.098253917,5300.1232640419985,5300.1232640419985,5300.1232640419985,5300.1232640419985,5303.114813583998,5303.114813583998,5304.113108750003,2,1,1.883310375000292,0.19701266599440714,None,5304.114028459,5304.114172125002,None,5304.114308625001,5304.114363291999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,33,1,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,33,33,33,5304.126504250002,,,,,,,,,,,,,,,,,,,,,,5304.115175874998,5304.115337000003,5304.115356084003,5304.126504250002,5304.126504250002,5304.126504250002,5304.126504250002,5307.127461208998,5307.127461208998,5308.113043958998,None,0,,,None,5308.1137194170005,5308.113816500001,None,5308.113949541999,5308.1139967089985,None,5308.140739000002,5308.140739000002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_133_seed_1.png,34,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,34,34,34,5308.140739000002,,,,,,,,,,,,,,,,,,,,,,5308.114756542003,5308.114886709001,5308.114904458998,5308.140739000002,5308.140739000002,5308.140739000002,5308.140739000002,5311.146865791998,5311.146865791998,5312.127383291998,2,1,1.081844041000295,0.1769070419977652,None,5312.127997834003,5312.128072209001,None,5312.128189499999,5312.128227499998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_85_seed_1.png,35,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,35,35,35,5312.156399375002,,,,,,,,,,,,,,,,,,,,,,5312.128659834001,5312.128789333998,5312.128805624998,5312.156399375002,5312.156399375002,5312.156399375002,5312.156399375002,5315.163142666999,5315.163142666999,5316.130594374998,1,1,0.9881394990006811,0.17607349999889266,None,5316.131640459003,5316.131769874999,None,5316.131931417003,5316.132000792,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_514_seed_1.png,36,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,36,36,36,5316.155945291997,,,,,,,,,,,,,,,,,,,,,,5316.1327285419975,5316.1328636670005,5316.132881209,5316.155945291997,5316.155945291997,5316.155945291997,5316.155945291997,5319.162497834004,5319.162497834004,5320.146981541999,1,1,0.8676703329983866,0.185963083000388,None,5320.1476523340025,5320.147740708999,None,5320.147825209002,5320.147854667004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_488_seed_1.png,37,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,37,37,37,5320.171812041997,,,,,,,,,,,,,,,,,,,,,,5320.148181249999,5320.148276583997,5320.148288000004,5320.171812041997,5320.171812041997,5320.171812041997,5320.171812041997,5323.163833709004,5323.163833709004,5324.163295999999,1,1,1.200826373999007,0.15000345800217474,None,5324.164615334004,5324.164715542,None,5324.164795083998,5324.164826375003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_188_seed_1.png,38,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,38,38,38,5324.190472542003,,,,,,,,,,,,,,,,,,,,,,5324.165176250004,5324.165293625003,5324.165303374997,5324.190472542003,5324.190472542003,5324.190472542003,5324.190472542003,5327.1804877090035,5327.1804877090035,5328.180171125001,1,1,1.5341828319942579,0.1919659590057563,None,5328.181226749999,5328.181329917003,None,5328.181419542001,5328.181449875003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_160_seed_1.png,39,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,39,39,39,5328.207950124997,,,,,,,,,,,,,,,,,,,,,,5328.181832374998,5328.181921791998,5328.181933334003,5328.207950124997,5328.207950124997,5328.207950124997,5328.207950124997,5331.21299,5331.21299,5332.194087459,1,1,1.1516444989974843,0.16210483300528722,None,5332.194644499999,5332.194711374999,None,5332.194810708999,5332.1948429999975,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_608_seed_1.png,40,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,40,40,40,5332.217969834004,,,,,,,,,,,,,,,,,,,,,,5332.195251625002,5332.195353125004,5332.195366334003,5332.217969834004,5332.217969834004,5332.217969834004,5332.217969834004,5335.213874458997,5335.213874458997,5336.197054333999,2,1,1.3756039989966666,0.21702045900019584,None,5336.197577125,5336.197646749999,None,5336.197744459001,5336.197777250003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_162_seed_1.png,41,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,41,41,41,5336.2238257920035,,,,,,,,,,,,,,,,,,,,,,5336.198137749998,5336.1982390839985,5336.198252125003,5336.2238257920035,5336.2238257920035,5336.2238257920035,5336.2238257920035,5339.227285792003,5339.227285792003,5340.210684833997,1,1,1.807817499997327,0.17800641599751543,None,5340.211211499998,5340.211287958999,None,5340.211402250003,5340.211437584003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_324_seed_1.png,42,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,42,42,42,5340.236012499998,,,,,,,,,,,,,,,,,,,,,,5340.211807833999,5340.211917375003,5340.211930416997,5340.236012499998,5340.236012499998,5340.236012499998,5340.236012499998,5343.243955292004,5343.243955292004,5344.214078709003,2,1,1.1336655409977539,0.15801083300175378,None,5344.2145850840025,5344.214646041997,None,5344.214743625002,5344.214775667002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_36_seed_1.png,43,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,43,43,43,5344.240758459004,,,,,,,,,,,,,,,,,,,,,,5344.215123333997,5344.215221209,5344.2152343749985,5344.240758459004,5344.240758459004,5344.240758459004,5344.240758459004,5347.231553500002,5347.231553500002,5348.230482459003,1,1,1.251912748994073,0.2150463750003837,None,5348.231100625002,5348.231173959,None,5348.231291000004,5348.231331417002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,44,1,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,44,44,44,5348.243980792002,,,,,,,,,,,,,,,,,,,,,,5348.231757041998,5348.231879667001,5348.231895541998,5348.243980792002,5348.243980792002,5348.243980792002,5348.243980792002,5351.246948042004,5351.246948042004,5352.229015375,None,0,,,None,5352.229463666998,5352.229535833998,None,5352.229656000003,5352.229693792004,None,5352.257636333998,5352.257636333998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_554_seed_1.png,45,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,45,45,45,5352.257636333998,,,,,,,,,,,,,,,,,,,,,,5352.230135209,5352.230248917003,5352.230267625004,5352.257636333998,5352.257636333998,5352.257636333998,5352.257636333998,5355.2475330840025,5355.2475330840025,5356.247536458999,1,1,1.2590805829968303,0.17325854200316826,None,5356.249014458997,5356.249113541999,None,5356.249267667001,5356.249300374999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_7_seed_1.png,46,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,46,46,46,5356.275029666998,,,,,,,,,,,,,,,,,,,,,,5356.249706667004,5356.2498018339975,5356.249813000002,5356.275029666998,5356.275029666998,5356.275029666998,5356.275029666998,5359.265808333999,5359.265808333999,5360.2608414589995,1,1,1.5446414580001147,0.23708862499915995,None,5360.261608959001,5360.2617045419975,None,5360.261861084,5360.261910292,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_6_seed_1.png,47,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,47,47,47,5360.290142999998,,,,,,,,,,,,,,,,,,,,,,5360.262472709001,5360.262646709001,5360.262670709002,5360.290142999998,5360.290142999998,5360.290142999998,5360.290142999998,5363.285073125,5363.285073125,5364.263641334001,2,1,1.947586083006172,0.17291541599843185,None,5364.264696667,5364.264872042004,None,5364.265087125001,5364.265190292004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_445_seed_1.png,48,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,53,53,53,5384.356223167,,,,,,,,,,,,,,,,,,,,,,5384.3320884170025,5384.332265834004,5384.332284000004,5384.356223167,5384.356223167,5384.356223167,5384.356223167,5387.360848709002,5387.360848709002,5388.346843250001,1,1,0.9346334159999969,0.16093345799890812,None,5388.347395500001,5388.347465459003,None,5388.347565959004,5388.347598749999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_538_seed_1.png,54,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,55,55,55,5392.362675750002,,,,,,,,,,,,,,,,,,,,,,5392.3494247920025,5392.3495002089985,5392.349507209001,5392.362675750002,5392.362675750002,5392.362675750002,5392.362675750002,5395.3609431669975,5395.3609431669975,5396.347147792003,2,1,1.1640816239960259,0.19200729200383648,None,5396.347443917002,5396.347477791998,None,5396.347528291997,5396.347544791999,None,5396.3602314590025,5396.3602314590025,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,56,1,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,56,56,56,5396.3602314590025,,,,,,,,,,,,,,,,,,,,,,5396.347740875004,5396.347791583998,5396.347798499999,5396.3602314590025,5396.3602314590025,5396.3602314590025,5396.3602314590025,5399.360894416997,5399.360894416997,5400.344649500003,None,0,,,None,5400.344981292001,5400.345029124997,None,5400.345106624998,5400.345130375004,None,5400.370163,5400.370163,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_281_seed_1.png,57,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,57,57,57,5400.370163,,,,,,,,,,,,,,,,,,,,,,5400.345405542001,5400.345475209004,5400.345484917001,5400.370163,5400.370163,5400.370163,5400.370163,5403.377823791998,5403.377823791998,5404.3483080840015,1,0,1.3067188739951234,0.18494933300098637,None,5404.348616125004,5404.348652875,None,5404.348705959004,5404.348723249997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_510_seed_1.png,58,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,58,58,58,5404.362581916997,,,,,,,,,,,,,,,,,,,,,,5404.348919584001,5404.34898925,5404.3489962500025,5404.362581916997,5404.362581916997,5404.362581916997,5404.362581916997,5407.363205624999,5407.363205624999,5408.347915833998,1,1,0.9883327489951625,0.1670007920038188,None,5408.348546499998,5408.348623167003,None,5408.348741624999,5408.348780334003,None,5408.374142500004,5408.374142500004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_308_seed_1.png,59,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,59,59,59,5408.374142500004,,,,,,,,,,,,,,,,,,,,,,5408.349257542002,5408.349372375,5408.349388209004,5408.374142500004,5408.374142500004,5408.374142500004,5408.374142500004,5411.379710084002,5411.379710084002,5412.350339000004,1,0,0.8818301659994177,0.17094095899665263,None,5412.350759917004,5412.350808916999,None,5412.350874917,5412.350896666998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_250_seed_1.png,60,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,60,60,60,5412.3725863750005,,,,,,,,,,,,,,,,,,,,,,5412.351147624999,5412.351250959,5412.351259584,5412.3725863750005,5412.3725863750005,5412.3725863750005,5412.3725863750005,5415.364240834002,5415.364240834002,5416.363874791998,1,1,0.974313708000409,0.1879655829980038,None,5416.364755959003,5416.364862667004,None,5416.364999958998,5416.365045584003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_142_seed_1.png,61,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,61,61,61,5416.388092792004,,,,,,,,,,,,,,,,,,,,,,5416.365830875002,5416.366014667001,5416.366030958998,5416.388092792004,5416.388092792004,5416.388092792004,5416.388092792004,5419.380765084003,5419.380765084003,5420.381263791998,2,1,1.2137511239998275,0.1771002919995226,None,5420.382677709,5420.382791374999,None,5420.382897125004,5420.382932959001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_528_seed_1.png,62,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,62,62,62,5420.407272375,,,,,,,,,,,,,,,,,,,,,,5420.383368167,5420.383475834002,5420.383489334003,5420.407272375,5420.407272375,5420.407272375,5420.407272375,5423.398523917,5423.398523917,5424.396545875003,2,0,1.0656984160013963,0.1510412499992526,None,5424.3970009589975,5424.397056000002,None,5424.3971362090015,5424.397163959002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_442_seed_1.png,63,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,63,63,63,5424.422522749999,,,,,,,,,,,,,,,,,,,,,,5424.3974711249975,5424.397584541999,5424.3975959590025,5424.422522749999,5424.422522749999,5424.422522749999,5424.422522749999,5427.427668042001,5427.427668042001,5428.414364042001,2,1,0.9464757079986157,0.16291629199986346,None,5428.415278459004,5428.415388875001,None,5428.415525292003,5428.41558175,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_691_seed_1.png,64,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,64,64,64,5428.441387542,,,,,,,,,,,,,,,,,,,,,,5428.416366584002,5428.416501291998,5428.416518375001,5428.441387542,5428.441387542,5428.441387542,5428.441387542,5431.433204041998,5431.433204041998,5432.429892500004,1,1,0.9485359989994322,0.23101237499940908,None,5432.430820834001,5432.430916584002,None,5432.431035209003,5432.4310824170025,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/17_56.png,65,0,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,65,65,65,5432.4484214999975,,,,,,,,,,,,,,,,,,,,,,5432.431551458998,5432.431717166997,5432.431734209,5432.4484214999975,5432.4484214999975,5432.4484214999975,5432.4484214999975,5435.460583542001,5435.460583542001,5436.431061916999,1,1,1.1185758739957237,0.17200445900380146,None,5436.431680209003,5436.431751875003,None,5436.431871708999,5436.431909833998,None,5436.459821000004,5436.459821000004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_218_seed_1.png,66,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,66,66,66,5436.459821000004,,,,,,,,,,,,,,,,,,,,,,5436.432332249999,5436.432445625003,5436.432461417004,5436.459821000004,5436.459821000004,5436.459821000004,5436.459821000004,5439.447639874998,5439.447639874998,5440.446585459002,None,0,,,['2'],5440.447626334004,5440.447720208998,None,5440.447850042001,5440.447891917,None,,,,,,,,,,,[1.0211273329987307],[0.1820264580019284],1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_403_seed_1.png,67,0,1,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,67,67,67,5440.473626459003,,,,,,,,,,,,,,,,,,,,,,5440.448363750002,5440.448492125004,5440.448511041999,5440.473626459003,5440.473626459003,5440.473626459003,5440.473626459003,5443.465360417002,5443.465360417002,5444.4639650419995,2,1,1.6883254569984274,0.18901075000030687,None,5444.465007459003,5444.465138500003,None,5444.465303541998,5444.465363834002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,11,4,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,68,68,68,5444.477310542003,,,,,,,,,,,,,,,,,,,,,,5444.466249208999,5444.466545625,5444.466563417001,5444.477310542003,5444.477310542003,5444.477310542003,5444.477310542003,5447.480449791998,5447.480449791998,5448.4624522919985,None,0,,,None,5448.463104542003,5448.4631910840035,None,5448.463328124999,5448.463382624999,None,5448.468263499999,5448.468263499999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,69,1,0,1,11,4,0,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,69,69,69,5448.468263499999,,,,,,,,,,,,,,,,,,,,,,5448.463862459001,5448.463989084004,5448.464006125003,5448.468263499999,5448.468263499999,5448.468263499999,5448.468263499999,5451.477795084,5451.477795084,5452.463504542,None,0,,,None,5452.463918624999,5477.4279114169985,1,5477.428298416999,5496.148085125002,equal,5452.477324125,5452.477324125,5452.477324125,5452.477324125,24.93885391599906,None,5477.434909249998,5477.434909249998,18.700350874001742,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,11,0,11,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_661_seed_1.png,0,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,0,0,0,5496.175235791998,,,,,,,,,,,,,,,,,,,,,,5496.158279666997,5496.158598959002,5496.158609541999,5496.175235791998,5496.175235791998,5496.175235791998,5496.175235791998,5499.180389334004,5499.180389334004,5500.161326667003,1,1,1.04895891599881,0.1630525000000489,None,5500.162429917,5500.162511041999,None,5500.162790542003,5500.162835709001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_356_seed_1.png,1,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,1,1,1,5500.189072875,,,,,,,,,,,,,,,,,,,,,,5500.163429917004,5500.164621959004,5500.16464825,5500.189072875,5500.189072875,5500.189072875,5500.189072875,5503.1945139590025,5503.1945139590025,5504.167435916999,1,1,1.9171821239942801,0.2029773330068565,None,5504.167959083999,5504.168020917001,None,5504.168118166999,5504.168149334,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_233_seed_1.png,2,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,2,2,2,5504.189205374998,,,,,,,,,,,,,,,,,,,,,,5504.16849425,5504.168594750001,5504.168608042004,5504.189205374998,5504.189205374998,5504.189205374998,5504.189205374998,5507.181095874999,5507.181095874999,5508.177880042,1,0,2.128054458000406,0.22304637500201352,None,5508.178385833999,5508.178447459002,None,5508.178559125001,5508.178592167002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_330_seed_1.png,3,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,3,3,3,5508.202379125003,,,,,,,,,,,,,,,,,,,,,,5508.178945708998,5508.179043875003,5508.179057000001,5508.202379125003,5508.202379125003,5508.202379125003,5508.202379125003,5511.211276333997,5511.211276333997,5512.1803792499995,1,1,1.0169045820002793,0.1989493750006659,None,5512.180882749999,5512.180943917003,None,5512.181040292002,5512.181072250001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_609_seed_1.png,4,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,4,4,4,5512.199672625,,,,,,,,,,,,,,,,,,,,,,5512.181419500004,5512.181515875003,5512.181528875,5512.199672625,5512.199672625,5512.199672625,5512.199672625,5515.212202584,5515.212202584,5516.194609334001,2,1,0.9226260829964303,0.20497354200051632,None,5516.195158084003,5516.195225167001,None,5516.195324417,5516.195358292003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_512_seed_1.png,5,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,5,5,5,5516.217470374999,,,,,,,,,,,,,,,,,,,,,,5516.195744625002,5516.195843709,5516.195856625003,5516.217470374999,5516.217470374999,5516.217470374999,5516.217470374999,5519.217642125004,5519.217642125004,5520.197191874999,1,1,1.1048152079965803,0.21394387500185985,None,5520.197704584003,5520.1977704169985,None,5520.197869042,5520.197900625004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_656_seed_1.png,6,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,6,6,6,5520.220215583999,,,,,,,,,,,,,,,,,,,,,,5520.198254374998,5520.198349792001,5520.198365666998,5520.220215583999,5520.220215583999,5520.220215583999,5520.220215583999,5523.2151513339995,5523.2151513339995,5524.211214125004,1,1,1.5410848329993314,0.17394320799940033,None,5524.211724875,5524.211786667001,None,5524.211897250003,5524.211945625,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_681_seed_1.png,7,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,7,7,7,5524.2343222089985,,,,,,,,,,,,,,,,,,,,,,5524.212298375001,5524.212410624998,5524.212424167003,5524.2343222089985,5524.2343222089985,5524.2343222089985,5524.2343222089985,5527.244625749998,5527.244625749998,5528.214420042001,1,1,0.9169404580025002,0.18908874999760883,None,5528.214809875004,5528.214858125,None,5528.214929041998,5528.214954791998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_506_seed_1.png,8,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,8,8,8,5528.232234333998,,,,,,,,,,,,,,,,,,,,,,5528.215223584004,5528.215295624999,5528.215305124999,5528.232234333998,5528.232234333998,5528.232234333998,5528.232234333998,5531.2305112500035,5531.2305112500035,5532.228030667,2,1,0.9351757910044398,0.17600737499742536,None,5532.228659542001,5532.228755959004,None,5532.228875749999,5532.228915042004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,9,1,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,9,9,9,5532.238422875002,,,,,,,,,,,,,,,,,,,,,,5532.229361459002,5532.229480209004,5532.229498875,5532.238422875002,5532.238422875002,5532.238422875002,5532.238422875002,5535.231367,5535.231367,5536.228410666998,None,0,,,None,5536.228923458999,5536.2289937919995,None,5536.229119834003,5536.229158041999,None,5536.252144750004,5536.252144750004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_181_seed_1.png,10,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,10,10,10,5536.252144750004,,,,,,,,,,,,,,,,,,,,,,5536.229604917004,5536.229719834002,5536.229735959001,5536.252144750004,5536.252144750004,5536.252144750004,5536.252144750004,5539.247559374999,5539.247559374999,5540.2345997090015,2,1,1.0882549160014605,0.19596604099933757,None,5540.234916166999,5540.234953375002,None,5540.235003624999,5540.235021041997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_73_seed_1.png,11,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,11,11,11,5540.246836667,,,,,,,,,,,,,,,,,,,,,,5540.235218000002,5540.235289167002,5540.235296250001,5540.246836667,5540.246836667,5540.246836667,5540.246836667,5543.245588167003,5543.245588167003,5544.2308400839975,1,1,0.9654879160007113,0.20405033400311368,None,5544.2314526249975,5544.231528417004,None,5544.231646500004,5544.231685209001,None,5544.254389792004,5544.254389792004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_435_seed_1.png,12,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,12,12,12,5544.254389792004,,,,,,,,,,,,,,,,,,,,,,5544.232112625003,5544.232224375002,5544.2322431249995,5544.254389792004,5544.254389792004,5544.254389792004,5544.254389792004,5547.263805125003,5547.263805125003,5548.2481024590015,1,1,1.6799466659940663,0.21502049999980954,None,5548.248918042002,5548.2489895000035,None,5548.249056417,5548.249084709001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_arch2.jpg,13,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,13,13,13,5548.278127209,,,,,,,,,,,,,,,,,,,,,,5548.249392209,5548.249508125002,5548.249516625001,5548.278127209,5548.278127209,5548.278127209,5548.278127209,5551.281058917004,5551.281058917004,5552.2613165,1,1,0.9972759989977931,0.2089198750036303,None,5552.2618217089985,5552.2618842500015,None,5552.261978209004,5552.2620102500005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_480_seed_1.png,14,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,14,14,14,5552.286651084003,,,,,,,,,,,,,,,,,,,,,,5552.262384375004,5552.262480999998,5552.262496333999,5552.286651084003,5552.286651084003,5552.286651084003,5552.286651084003,5555.2814080840035,5555.2814080840035,5556.265903416999,2,0,1.9446957489999477,0.20707504200254334,None,5556.266547917003,5556.266628875004,None,5556.266742667001,5556.266783084,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_458_seed_1.png,15,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,15,15,15,5556.293446417003,,,,,,,,,,,,,,,,,,,,,,5556.2672245420035,5556.267343708998,5556.267359709003,5556.293446417003,5556.293446417003,5556.293446417003,5556.293446417003,5559.298035917003,5559.298035917003,5560.278089209001,1,1,1.0310282909995294,0.20899650000501424,None,5560.278728042002,5560.278803667003,None,5560.278927291998,5560.278966042002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_714_seed_1.png,16,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,16,16,16,5560.3040846250005,,,,,,,,,,,,,,,,,,,,,,5560.2794028339995,5560.279527084,5560.279542917,5560.3040846250005,5560.3040846250005,5560.3040846250005,5560.3040846250005,5563.298043292001,5563.298043292001,5564.283957084001,1,1,1.030318790995807,0.20301754100364633,None,5564.284589417002,5564.2846646670005,None,5564.284782959003,5564.284820624998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_168_seed_1.png,17,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,17,17,17,5564.3101784590035,,,,,,,,,,,,,,,,,,,,,,5564.285243584003,5564.285390083998,5564.285409000004,5564.3101784590035,5564.3101784590035,5564.3101784590035,5564.3101784590035,5567.300279875002,5567.300279875002,5568.295343416998,2,0,1.6242990410028142,0.2059573750011623,None,5568.295848875001,5568.295907334003,None,5568.295992959,5568.296021000002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_487_seed_1.png,18,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,18,18,18,5568.319213499999,,,,,,,,,,,,,,,,,,,,,,5568.296333124999,5568.296441375001,5568.296452791998,5568.319213499999,5568.319213499999,5568.319213499999,5568.319213499999,5571.315121792002,5571.315121792002,5572.297566499998,1,1,0.8672784160007723,0.17998570799682057,None,5572.298074042003,5572.298136584002,None,5572.298230959001,5572.298263042001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,19,19,19,5572.310910624998,,,,,,,,,,,,,,,,,,,,,,5572.298613708997,5572.298710042,5572.298722917003,5572.310910624998,5572.310910624998,5572.310910624998,5572.310910624998,5575.311422291998,5575.311422291998,5576.2977301670035,None,0,,,None,5576.298176875003,5576.298250624997,None,5576.298372666999,5576.298413500001,None,5576.3263270000025,5576.3263270000025,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_238_seed_1.png,20,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,20,20,20,5576.3263270000025,,,,,,,,,,,,,,,,,,,,,,5576.298842542004,5576.298953958998,5576.298970042,5576.3263270000025,5576.3263270000025,5576.3263270000025,5576.3263270000025,5579.317129959003,5579.317129959003,5580.314514958998,1,1,1.4351005410062498,0.18699895800091326,None,5580.315134917,5580.315211417001,None,5580.315329792,5580.315368333999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_197_seed_1.png,21,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,21,21,21,5580.340380041998,,,,,,,,,,,,,,,,,,,,,,5580.315817417002,5580.315937584004,5580.315953709003,5580.340380041998,5580.340380041998,5580.340380041998,5580.340380041998,5583.347186833998,5583.347186833998,5584.329178708998,1,0,0.8800824990030378,0.1609916249944945,None,5584.330086041999,5584.330203292004,None,5584.330349917,5584.330407417001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_203_seed_1.png,22,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,22,22,22,5584.343560916997,,,,,,,,,,,,,,,,,,,,,,5584.330982749998,5584.331070042004,5584.3310795,5584.343560916997,5584.343560916997,5584.343560916997,5584.343560916997,5587.3453062089975,5587.3453062089975,5588.331332458998,2,1,1.146027832000982,0.21498545900249155,None,5588.332313291998,5588.332443917003,None,5588.332606709002,5588.332672292003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_43_seed_1.png,23,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,23,23,23,5588.360808584002,,,,,,,,,,,,,,,,,,,,,,5588.333558917002,5588.333717583999,5588.333738375004,5588.360808584002,5588.360808584002,5588.360808584002,5588.360808584002,5591.363795541998,5591.363795541998,5592.335125167003,1,1,0.8887254990040674,0.21801454199885484,None,5592.335736792003,5592.335811625002,None,5592.335925250001,5592.335965124999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_215_seed_1.png,24,0,1,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,24,24,24,5592.362262417002,,,,,,,,,,,,,,,,,,,,,,5592.336387292002,5592.336514959003,5592.336530624998,5592.362262417002,5592.362262417002,5592.362262417002,5592.362262417002,5595.363723167,5595.363723167,5596.344999041998,1,0,1.648303540998313,0.2209424160027993,None,5596.345605292001,5596.345679209,None,5596.3458076669995,5596.3458478340035,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_escalator2.jpg,25,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,25,25,25,5596.360304333997,,,,,,,,,,,,,,,,,,,,,,5596.346286583997,5596.346438708999,5596.346455125,5596.360304333997,5596.360304333997,5596.360304333997,5596.360304333997,5599.348202458998,5599.348202458998,5600.345095834004,2,0,1.2112712490052218,0.18690624999726424,None,5600.345726416999,5600.345822167001,None,5600.345940542,5600.345979999998,None,5600.371955374998,5600.371955374998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_345_seed_1.png,26,0,0,0,12,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,13,0,13,0,0,13,13,13,5876.109872583998,,,,,,,,,,,,,,,,,,,,,,5876.083784000002,5876.0839137919975,5876.0839301669985,5876.109872583998,5876.109872583998,5876.109872583998,5876.109872583998,5879.114881041998,5879.114881041998,5880.098100125004,1,1,2.1087764159965445,0.2059405420004623,None,5880.098534666999,5880.098587250002,None,5880.098669334002,5880.098696334004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_739_seed_1.png,14,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,14,14,14,5880.123548834003,,,,,,,,,,,,,,,,,,,,,,5880.098998583999,5880.099080542001,5880.099091625001,5880.123548834003,5880.123548834003,5880.123548834003,5880.123548834003,5883.129516417001,5883.129516417001,5884.0996221250025,1,1,2.353938375003054,0.20300229099666467,None,5884.1001275419985,5884.100187333999,None,5884.100286084002,5884.100318750003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_404_seed_1.png,15,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,15,15,15,5884.121128999999,,,,,,,,,,,,,,,,,,,,,,5884.100677084003,5884.100772500002,5884.100785709001,5884.121128999999,5884.121128999999,5884.121128999999,5884.121128999999,5887.114905709001,5887.114905709001,5888.1145692089995,1,1,1.913393623995944,0.23405533299956005,None,5888.115026542,5888.115080709002,None,5888.115172999998,5888.115200624998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_336_seed_1.png,16,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,16,16,16,5888.1400555,,,,,,,,,,,,,,,,,,,,,,5888.115504417001,5888.115589875,5888.115601124999,5888.1400555,5888.1400555,5888.1400555,5888.1400555,5891.148415834003,5891.148415834003,5892.129366209003,1,1,1.8015623739993316,0.21990650000225287,None,5892.130020459001,5892.1301024170025,None,5892.130222917003,5892.130265334003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_616_seed_1.png,17,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,17,17,17,5892.157636917,,,,,,,,,,,,,,,,,,,,,,5892.130725499999,5892.130875000003,5892.130890959001,5892.157636917,5892.157636917,5892.157636917,5892.157636917,5895.162609625004,5895.162609625004,5896.132069667001,1,1,1.1628878330011503,0.23602608300279826,None,5896.1330904999995,5896.133283709001,None,5896.133448667002,5896.133513417,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_587_seed_1.png,18,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,18,18,18,5896.161135625,,,,,,,,,,,,,,,,,,,,,,5896.1343021249995,5896.134598249999,5896.134619292003,5896.161135625,5896.161135625,5896.161135625,5896.161135625,5899.149101333998,5899.149101333998,5900.148443124999,1,1,0.9625147490005475,0.17298083400237374,None,5900.148979834004,5900.149044958998,None,5900.149140792004,5900.1491737920005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_226_seed_1.png,19,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,19,19,19,5900.173405084002,,,,,,,,,,,,,,,,,,,,,,5900.149528959002,5900.149642791999,5900.149656334004,5900.173405084002,5900.173405084002,5900.173405084002,5900.173405084002,5903.166560209,5903.166560209,5904.162710791999,2,0,1.5732474569958868,0.2300277920003282,None,5904.163263916998,5904.163329625,None,5904.163424667,5904.163457875002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_640_seed_1.png,20,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,20,20,20,5904.1907751670005,,,,,,,,,,,,,,,,,,,,,,5904.163866333998,5904.163992292,5904.164005416998,5904.1907751670005,5904.1907751670005,5904.1907751670005,5904.1907751670005,5907.195974709,5907.195974709,5908.164753167002,1,1,1.2488676239954657,0.21300625000003492,None,5908.165282458998,5908.165343959001,None,5908.165441292003,5908.165473209003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_212_seed_1.png,21,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,21,21,21,5908.188108000002,,,,,,,,,,,,,,,,,,,,,,5908.165827208999,5908.165927624999,5908.165940500003,5908.188108000002,5908.188108000002,5908.188108000002,5908.188108000002,5911.185389999999,5911.185389999999,5912.168400417002,1,1,1.219453625002643,0.21609124999667984,None,5912.168815459001,5912.168863291998,None,5912.168933334004,5912.168956834001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_323_seed_1.png,22,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,22,22,22,5912.190219584001,,,,,,,,,,,,,,,,,,,,,,5912.169215125003,5912.169303292001,5912.16931325,5912.190219584001,5912.190219584001,5912.190219584001,5912.190219584001,5915.182695042,5915.182695042,5916.181748584,1,1,1.4234275830021943,0.17604120800388046,None,5916.182140249999,5916.1821884169985,None,5916.182258209003,5916.182282334004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,23,1,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,23,23,23,5916.196050459002,,,,,,,,,,,,,,,,,,,,,,5916.182545042,5916.182616209,5916.182625667003,5916.196050459002,5916.196050459002,5916.196050459002,5916.196050459002,5919.198635542001,5919.198635542001,5920.182194166999,None,0,,,None,5920.182855042003,5920.182976625001,None,5920.183113042003,5920.183161708999,None,5920.210623833998,5920.210623833998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_293_seed_1.png,24,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,24,24,24,5920.210623833998,,,,,,,,,,,,,,,,,,,,,,5920.183924541998,5920.184050292002,5920.184067709,5920.210623833998,5920.210623833998,5920.210623833998,5920.210623833998,5923.214868625,5923.214868625,5924.196103959002,1,1,1.096132666003541,0.20296483299898682,None,5924.196631625004,5924.196708292002,None,5924.196823709004,5924.196863124998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_563_seed_1.png,25,0,1,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_374_seed_1.png,45,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,45,45,45,6004.456181458998,,,,,,,,,,,,,,,,,,,,,,6004.431642249998,6004.4317705420035,6004.431787041998,6004.456181458998,6004.456181458998,6004.456181458998,6004.456181458998,6007.465403084003,6007.465403084003,6008.432121999998,1,1,0.9477633319984307,0.16600262499559904,None,6008.432631542004,6008.43268975,None,6008.432765083999,6008.432790250001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_335_seed_1.png,46,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,13,0,13,0,0,64,64,64,6080.660194834003,,,,,,,,,,,,,,,,,,,,,,6080.6479801250025,6080.648099042002,6080.648115249998,6080.660194834003,6080.660194834003,6080.660194834003,6080.660194834003,6083.663511625004,6083.663511625004,6084.649483542002,2,0,1.745965123998758,0.17303862500557443,None,6084.650104624998,6084.650185833998,None,6084.650302624999,6084.650342084002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_124_seed_1.png,65,0,1,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,65,65,65,6084.676856083999,,,,,,,,,,,,,,,,,,,,,,6084.650773417001,6084.650893917002,6084.650909750002,6084.676856083999,6084.676856083999,6084.676856083999,6084.676856083999,6087.670454334002,6087.670454334002,6088.664139667002,1,0,2.0073661249989527,0.19898975000251085,None,6088.665060749998,6088.665175000002,None,6088.665325959002,6088.66537925,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_14_seed_1.png,66,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,66,66,66,6088.688417666999,,,,,,,,,,,,,,,,,,,,,,6088.666024999999,6088.666187916999,6088.666205375004,6088.688417666999,6088.688417666999,6088.688417666999,6088.688417666999,6091.697805292002,6091.697805292002,6092.680060250001,2,0,2.153910373999679,0.2239262079965556,None,6092.680574750004,6092.680638292004,None,6092.680735583999,6092.680767874997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_693_seed_1.png,67,0,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,67,67,67,6092.708667500003,,,,,,,,,,,,,,,,,,,,,,6092.6811285,6092.681230583999,6092.681243833998,6092.708667500003,6092.708667500003,6092.708667500003,6092.708667500003,6095.699721541998,6095.699721541998,6096.682335209,1,1,1.244550749004702,0.22311216699745273,None,6096.682986500004,6096.683063791999,None,6096.6831834999975,6096.683223667002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,68,1,0,0,13,4,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,68,68,68,6096.696681583999,,,,,,,,,,,,,,,,,,,,,,6096.683658209004,6096.683777792001,6096.683793834003,6096.696681583999,6096.696681583999,6096.696681583999,6096.696681583999,6099.68296025,6099.68296025,6100.680149959,None,0,,,None,6100.680579250002,6100.680651292001,None,6100.680768958999,6100.680809167003,None,6100.6901109590035,6100.6901109590035,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,69,1,0,1,13,4,0,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,69,69,69,6100.6901109590035,,,,,,,,,,,,,,,,,,,,,,6100.681240584003,6100.681352,6100.681367958998,6100.6901109590035,6100.6901109590035,6100.6901109590035,6100.6901109590035,6103.696809000001,6103.696809000001,6104.681960667003,None,0,,,None,6104.682401167003,6112.584465792002,1,6112.585315917,6128.851849459003,equal,,,6104.699399417004,6104.699399417004,7.878042791002372,None,6112.596756708997,6112.596756708997,16.25366370800475,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,13,0,13,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_462_seed_1.png,0,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,14,0,14,0,0,12,12,12,6176.969878959004,,,,,,,,,,,,,,,,,,,,,,6176.948035334004,6176.948144125003,6176.948155584003,6176.969878959004,6176.969878959004,6176.969878959004,6176.969878959004,6179.968132250004,6179.968132250004,6180.950115874999,2,1,0.8557761659976677,0.15391975000238745,None,6180.950628416998,6180.950695500003,None,6180.950793167001,6180.950825459004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_151_seed_1.png,13,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,13,13,13,6180.972171417001,,,,,,,,,,,,,,,,,,,,,,6180.951211833999,6180.951311417004,6180.951324209003,6180.972171417001,6180.972171417001,6180.972171417001,6180.972171417001,6183.980472666997,6183.980472666997,6184.963595542002,1,1,2.0834359580039745,0.20191037499898812,None,6184.964202709001,6184.964291292003,None,6184.964424334001,6184.964464541998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_19_seed_1.png,14,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,14,14,14,6184.988740499997,,,,,,,,,,,,,,,,,,,,,,6184.964904250002,6184.965023625002,6184.965040000003,6184.988740499997,6184.988740499997,6184.988740499997,6184.988740499997,6187.996819917003,6187.996819917003,6188.966344959001,1,1,1.216864957998041,0.19392116700328188,None,6188.966854709004,6188.966917709004,None,6188.967014834001,6188.9670467920005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/14_89.png,15,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,15,15,15,6188.983403541999,,,,,,,,,,,,,,,,,,,,,,6188.967394250001,6188.967489292001,6188.967502250001,6188.983403541999,6188.983403541999,6188.983403541999,6188.983403541999,6191.9803554590035,6191.9803554590035,6192.966496292,1,1,1.275225582998246,0.17003829200257314,None,6192.967108750003,6192.967183000001,None,6192.967298875003,6192.967337292001,None,6192.994401374999,6192.994401374999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_659_seed_1.png,16,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,16,16,16,6192.994401374999,,,,,,,,,,,,,,,,,,,,,,6192.967766458998,6192.9678804170035,6192.967896417002,6192.994401374999,6192.994401374999,6192.994401374999,6192.994401374999,6195.9849572090025,6195.9849572090025,6196.983079999998,2,0,1.0851667079987237,0.17508433300099568,None,6196.983517749999,6196.983571958997,None,6196.983654417003,6196.983681292004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_7_seed_1.png,17,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,17,17,17,6197.008913958998,,,,,,,,,,,,,,,,,,,,,,6196.983979167002,6196.984060209004,6196.984071209001,6197.008913958998,6197.008913958998,6197.008913958998,6197.008913958998,6200.013605917004,6200.013605917004,6200.999579042,2,1,1.1047407910009497,0.16201891699893167,None,6201.000085917003,6201.000149291998,None,6201.000234708998,6201.000264292001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_702_seed_1.png,18,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,18,18,18,6201.026421625,,,,,,,,,,,,,,,,,,,,,,6201.000593750003,6201.000689291999,6201.000700459001,6201.026421625,6201.026421625,6201.026421625,6201.026421625,6204.030367291998,6204.030367291998,6205.0145877090035,2,1,1.1231497080007102,0.16502520799986087,None,6205.015645166997,6205.015753416999,None,6205.015901667,6205.015954750001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,19,1,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,19,19,19,6205.025574167004,,,,,,,,,,,,,,,,,,,,,,6205.016510624999,6205.016705209004,6205.016726125003,6205.025574167004,6205.025574167004,6205.025574167004,6205.025574167004,6208.0335242500005,6208.0335242500005,6209.013844209003,None,0,,,None,6209.014212209004,6209.0142746249985,None,6209.014374917002,6209.014406000002,None,6209.040735417002,6209.040735417002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_527_seed_1.png,20,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,20,20,20,6209.040735417002,,,,,,,,,,,,,,,,,,,,,,6209.014766500004,6209.014872542,6209.014887999998,6209.040735417002,6209.040735417002,6209.040735417002,6209.040735417002,6212.046937500003,6212.046937500003,6213.016990083997,1,1,0.9229916660042363,0.19999745799577795,None,6213.017604708999,6213.017680083998,None,6213.017828417003,6213.017879209001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_707_seed_1.png,21,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,21,21,21,6213.045828041999,,,,,,,,,,,,,,,,,,,,,,6213.018429000003,6213.018583541998,6213.018604083998,6213.045828041999,6213.045828041999,6213.045828041999,6213.045828041999,6216.0470893340025,6216.0470893340025,6217.033850375003,2,1,1.6287896249996265,0.17208549999486422,None,6217.034764834003,6217.034865458998,None,6217.0349866250035,6217.035028416998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_428_seed_1.png,22,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,22,22,22,6217.0627482089985,,,,,,,,,,,,,,,,,,,,,,6217.035502334002,6217.035630541999,6217.0356463339995,6217.0627482089985,6217.0627482089985,6217.0627482089985,6217.0627482089985,6220.063696584002,6220.063696584002,6221.048465583997,1,1,1.0699131660003331,0.18801491699559847,None,6221.049199542002,6221.049285583998,None,6221.049408291998,6221.049452959,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_12_seed_1.png,23,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,23,23,23,6221.067287667,,,,,,,,,,,,,,,,,,,,,,6221.049911499998,6221.050068999997,6221.050086125004,6221.067287667,6221.067287667,6221.067287667,6221.067287667,6224.068414499998,6224.068414499998,6225.050175584001,1,1,1.800312458006374,0.21998129099665675,None,6225.050699542,6225.050767749999,None,6225.0508739590005,6225.0509064590005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_342_seed_1.png,24,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,24,24,24,6225.074109417001,,,,,,,,,,,,,,,,,,,,,,6225.051316750003,6225.051412209003,6225.051425083999,6225.074109417001,6225.074109417001,6225.074109417001,6225.074109417001,6228.080734084004,6228.080734084004,6229.063876375003,1,1,1.4226167070009978,0.1579875000024913,None,6229.064484292001,6229.064560917002,None,6229.064692833999,6229.064732125,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_107_seed_1.png,25,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,25,25,25,6229.092387208999,,,,,,,,,,,,,,,,,,,,,,6229.065172709001,6229.065319375004,6229.065335874999,6229.092387208999,6229.092387208999,6229.092387208999,6229.092387208999,6232.097125375003,6232.097125375003,6233.067703834,1,1,1.2853112500015413,0.1710253749988624,None,6233.068336709002,6233.068416000002,None,6233.068536125,6233.068575375,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_289_seed_1.png,26,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,26,26,26,6233.0924925,,,,,,,,,,,,,,,,,,,,,,6233.069005875004,6233.069129709002,6233.069145499998,6233.0924925,6233.0924925,6233.0924925,6233.0924925,6236.097057958999,6236.097057958999,6237.080650167001,1,1,1.2003320829971926,0.17291233300056774,None,6237.081271042,6237.0813511669985,None,6237.081481624999,6237.081521417,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_76_seed_1.png,27,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,27,27,27,6237.109653667001,,,,,,,,,,,,,,,,,,,,,,6237.082347459,6237.082505334001,6237.082523875004,6237.109653667001,6237.109653667001,6237.109653667001,6237.109653667001,6240.1164212919975,6240.1164212919975,6241.083049959001,2,1,1.3881799160008086,0.18000212500191992,None,6241.083560167004,6241.0836233340015,None,6241.0837210419995,6241.083753708997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_653_seed_1.png,28,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,28,28,28,6241.1070874590005,,,,,,,,,,,,,,,,,,,,,,6241.084127292001,6241.084223584003,6241.084236417002,6241.1070874590005,6241.1070874590005,6241.1070874590005,6241.1070874590005,6244.116979833998,6244.116979833998,6245.098957417002,1,0,1.5806361659997492,0.184007208001276,None,6245.099569124999,6245.099644458998,None,6245.099762334001,6245.099801750002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,29,1,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,29,29,29,6245.113411874998,,,,,,,,,,,,,,,,,,,,,,6245.100225791997,6245.100343292004,6245.100362249999,6245.113411874998,6245.113411874998,6245.113411874998,6245.113411874998,6248.113825334003,6248.113825334003,6249.101774542003,None,0,,,None,6249.102031333998,6249.102069417,None,6249.102122292003,6249.102139834002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, 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71]",,,,,14,0,14,0,0,31,31,31,6253.127520250004,,,,,,,,,,,,,,,,,,,,,,6253.102455334003,6253.102573917,6253.102587667003,6253.127520250004,6253.127520250004,6253.127520250004,6253.127520250004,6256.119907334003,6256.119907334003,6257.116425375003,2,0,1.5193239579966757,0.1729480829962995,None,6257.117107833998,6257.117204875001,None,6257.117322416998,6257.11736425,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_660_seed_1.png,32,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,32,32,32,6257.143498416997,,,,,,,,,,,,,,,,,,,,,,6257.117836083999,6257.1179606669975,6257.117977417001,6257.143498416997,6257.143498416997,6257.143498416997,6257.143498416997,6260.14952875,6260.14952875,6261.118182874998,1,1,1.2053131249995204,0.1920777910054312,None,6261.119044792002,6261.119153708998,None,6261.119304874999,6261.1193607919995,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_429_seed_1.png,33,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,33,33,33,6261.148132625,,,,,,,,,,,,,,,,,,,,,,6261.120061292,6261.120348875003,6261.120370083998,6261.148132625,6261.148132625,6261.148132625,6261.148132625,6264.133971791998,6264.133971791998,6265.1325997090025,1,1,1.769649957997899,0.18102266600180883,None,6265.133504625002,6265.133606374999,None,6265.133726,6265.133767625004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_728_seed_1.png,34,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,34,34,34,6265.157613959003,,,,,,,,,,,,,,,,,,,,,,6265.134198250002,6265.134334417002,6265.1343512500025,6265.157613959003,6265.157613959003,6265.157613959003,6265.157613959003,6268.151424459,6268.151424459,6269.149845583997,1,1,1.0772227499983273,0.16206695800065063,None,6269.150459959004,6269.150534459004,None,6269.150651666998,6269.150691625,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_355_seed_1.png,35,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,35,35,35,6269.174804167,,,,,,,,,,,,,,,,,,,,,,6269.151116749999,6269.151234792,6269.151250542003,6269.174804167,6269.174804167,6269.174804167,6269.174804167,6272.1805245,6272.1805245,6273.163890333999,1,0,1.1140354570015916,0.19503304200043203,None,6273.164398125002,6273.164460874999,None,6273.164555292002,6273.164587125,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_360_seed_1.png,36,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,36,36,36,6273.185341417004,,,,,,,,,,,,,,,,,,,,,,6273.164939250004,6273.165034792,6273.165047584,6273.185341417004,6273.185341417004,6273.185341417004,6273.185341417004,6276.183527458998,6276.183527458998,6277.166808209004,1,1,1.1485233750063344,0.1869736659937189,None,6277.167426874999,6277.167505750003,None,6277.167621250002,6277.1676609999995,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_60_seed_1.png,37,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,37,37,37,6277.192960334003,,,,,,,,,,,,,,,,,,,,,,6277.168084083998,6277.168209084004,6277.168225499998,6277.192960334003,6277.192960334003,6277.192960334003,6277.192960334003,6280.184506500002,6280.184506500002,6281.168400209004,1,1,1.1531060410052305,0.1538255420018686,None,6281.169020375004,6281.169094500001,None,6281.169212458997,6281.169251209001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_731_seed_1.png,38,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,38,38,38,6281.192279625,,,,,,,,,,,,,,,,,,,,,,6281.1696780420025,6281.169802417004,6281.169818292001,6281.192279625,6281.192279625,6281.192279625,6281.192279625,6284.198056458998,6284.198056458998,6285.183922541997,1,1,2.216724874000647,0.17696120800246717,None,6285.184737042,6285.184835334003,None,6285.184953875003,6285.184995584001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,39,1,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,39,39,39,6285.1974340000015,,,,,,,,,,,,,,,,,,,,,,6285.185441458998,6285.185562792001,6285.185579375,6285.1974340000015,6285.1974340000015,6285.1974340000015,6285.1974340000015,6288.201104542,6288.201104542,6289.180891292002,None,0,,,None,6289.181258750003,6289.181318000003,None,6289.1814350839995,6289.181475500001,None,6289.210595417004,6289.210595417004,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_214_seed_1.png,40,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,40,40,40,6289.210595417004,,,,,,,,,,,,,,,,,,,,,,6289.1818977919975,6289.182009333999,6289.182025209004,6289.210595417004,6289.210595417004,6289.210595417004,6289.210595417004,6292.216722500001,6292.216722500001,6293.184254874999,2,1,1.0693033749994356,0.17801837499428075,None,6293.1848774590035,6293.184954083998,None,6293.185072125001,6293.1851116670005,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_186_seed_1.png,41,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,41,41,41,6293.209546500002,,,,,,,,,,,,,,,,,,,,,,6293.185538292004,6293.185655417001,6293.185671542,6293.209546500002,6293.209546500002,6293.209546500002,6293.209546500002,6296.216993000002,6296.216993000002,6297.197405042003,1,1,1.9194460829967284,0.16298666600050637,None,6297.197909041999,6297.197971458998,None,6297.1980658340035,6297.198097291999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_59_seed_1.png,42,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,42,42,42,6297.223641292003,,,,,,,,,,,,,,,,,,,,,,6297.198453792,6297.198552959002,6297.198566125,6297.223641292003,6297.223641292003,6297.223641292003,6297.223641292003,6300.230668584001,6300.230668584001,6301.200734833998,1,1,1.0553732909975224,0.15989400000398746,None,6301.201308834003,6301.201383584004,None,6301.201466833998,6301.2014959590015,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_roller_coaster1.jpg,43,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,43,43,43,6301.217635000001,,,,,,,,,,,,,,,,,,,,,,6301.201811125,6301.201897708997,6301.201909333999,6301.217635000001,6301.217635000001,6301.217635000001,6301.217635000001,6304.217254499999,6304.217254499999,6305.200457833998,1,1,1.126421166001819,0.16190304199699312,None,6305.201067209004,6305.201141083999,None,6305.201255209002,6305.2012942500005,None,6305.229568834002,6305.229568834002,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_777_2.png,44,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,44,44,44,6305.229568834002,,,,,,,,,,,,,,,,,,,,,,6305.201727833999,6305.201849417004,6305.201865042,6305.229568834002,6305.229568834002,6305.229568834002,6305.229568834002,6308.234288125001,6308.234288125001,6309.215332917003,1,1,1.7514094159996603,0.18697862499539042,None,6309.216354042001,6309.216468291997,None,6309.216616375001,6309.216669709,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_290_seed_1.png,45,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,45,45,45,6309.2375033339995,,,,,,,,,,,,,,,,,,,,,,6309.2172336250005,6309.217424499999,6309.217445374998,6309.2375033339995,6309.2375033339995,6309.2375033339995,6309.2375033339995,6312.249226959,6312.249226959,6313.230914708998,1,1,0.9485259569992195,0.20101716699718963,None,6313.231442417004,6313.231518291999,None,6313.231637249999,6313.231676791998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_264_seed_1.png,46,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,46,46,46,6313.255171999997,,,,,,,,,,,,,,,,,,,,,,6313.2321140839995,6313.232232333998,6313.232248375003,6313.255171999997,6313.255171999997,6313.255171999997,6313.255171999997,6316.266127041999,6316.266127041999,6317.237056917002,1,1,1.1679041239985963,0.19090133399731712,None,6317.237683792002,6317.237761709002,None,6317.2378771250005,6317.237917209,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_614_seed_1.png,47,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,47,47,47,6317.261839625004,,,,,,,,,,,,,,,,,,,,,,6317.238338791998,6317.2384658340015,6317.238481749999,6317.261839625004,6317.261839625004,6317.261839625004,6317.261839625004,6320.250768750004,6320.250768750004,6321.247502042002,1,1,1.136194416001672,0.2099584999959916,None,6321.248012249998,6321.248075750002,None,6321.248172708998,6321.248204916999,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_572_seed_1.png,48,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,48,48,48,6321.274748791999,,,,,,,,,,,,,,,,,,,,,,6321.248560291999,6321.2486690000005,6321.248681999998,6321.274748791999,6321.274748791999,6321.274748791999,6321.274748791999,6324.284658042001,6324.284658042001,6325.251305292004,1,1,0.8802714990015374,0.2150251249986468,None,6325.251935,6325.252012709003,None,6325.2521287499985,6325.252167917002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,49,1,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,49,49,49,6325.263363541999,,,,,,,,,,,,,,,,,,,,,,6325.252591208999,6325.252715750001,6325.252732292,6325.263363541999,6325.263363541999,6325.263363541999,6325.263363541999,6328.252181542004,6328.252181542004,6329.250796375003,None,0,,,None,6329.251263167003,6329.251338125003,None,6329.251456792001,6329.251497334,None,6329.278045291998,6329.278045291998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_689_seed_1.png,50,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,50,50,50,6329.278045291998,,,,,,,,,,,,,,,,,,,,,,6329.251948834004,6329.252062291998,6329.252078124999,6329.278045291998,6329.278045291998,6329.278045291998,6329.278045291998,6332.280863166998,6332.280863166998,6333.267376791999,2,1,1.516128415998537,0.18397270800051047,None,6333.268423916998,6333.268595209003,None,6333.268882750002,6333.268972792001,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_340_seed_1.png,51,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,51,51,51,6333.294656584003,,,,,,,,,,,,,,,,,,,,,,6333.269445625003,6333.269535209001,6333.269546791998,6333.294656584003,6333.294656584003,6333.294656584003,6333.294656584003,6336.297668542,6336.297668542,6337.284081958998,2,1,1.3484805830012192,0.19198262500140117,None,6337.284607417001,6337.284671000001,None,6337.284768083999,6337.284800792004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_655_seed_1.png,52,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_86_seed_1.png,60,0,1,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,60,60,60,6369.407759875001,,,,,,,,,,,,,,,,,,,,,,6369.383368875002,6369.383458791999,6369.3834675000035,6369.407759875001,6369.407759875001,6369.407759875001,6369.407759875001,6372.4143937089975,6372.4143937089975,6373.397762792003,1,0,1.2444390410018968,0.1960875410004519,None,6373.398282292001,6373.398344375004,None,6373.39844225,6373.39847575,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_391_seed_1.png,61,0,0,0,14,4,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,14,0,14,0,0,69,69,69,6405.472832749998,,,,,,,,,,,,,,,,,,,,,,6405.465743125002,6405.466304292,6405.4663216670015,6405.472832749998,6405.472832749998,6405.472832749998,6405.472832749998,6408.481063209001,6408.481063209001,6409.467761959,None,0,,,None,6409.468171749999,6423.848398499998,1,6423.8492378340015,6438.565992333999,equal,,,6409.484014209003,6409.484014209003,14.349479541000619,None,6423.853603084004,6423.853603084004,14.709950957003457,None,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +,,,,,,,,,,,,,14,0,14,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_353_seed_1.png,0,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 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13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_357_seed_1.png,32,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,32,32,32,6566.8762524170015,,,,,,,,,,,,,,,,,,,,,,6566.8523155,6566.852397584,6566.852406541999,6566.8762524170015,6566.8762524170015,6566.8762524170015,6566.8762524170015,6569.8816432500025,6569.8816432500025,6570.865110833998,1,1,1.0996712489941274,0.1690460419995361,None,6570.865883625003,6570.865979417002,None,6570.866125041997,6570.866175667004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_263_seed_1.png,33,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 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71]",,,,,15,0,15,0,0,37,37,37,6586.92896225,,,,,,,,,,,,,,,,,,,,,,6586.903820874999,6586.903960125004,6586.903976458998,6586.92896225,6586.92896225,6586.92896225,6586.92896225,6589.931633542001,6589.931633542001,6590.9152481249985,1,1,1.7050176660050056,0.20098295899515506,None,6590.916677458998,6590.916800792002,None,6590.916964374999,6590.917024167,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_567_seed_1.png,38,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,38,38,38,6590.933622375,,,,,,,,,,,,,,,,,,,,,,6590.9176772499995,6590.917933292003,6590.917954459001,6590.933622375,6590.933622375,6590.933622375,6590.933622375,6593.931758209001,6593.931758209001,6594.918587291999,1,1,1.3834173330033082,0.17795229199691676,None,6594.919204999998,6594.91927975,None,6594.91939825,6594.919437999997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_16_seed_1.png,39,0,1,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,39,39,39,6594.945570666998,,,,,,,,,,,,,,,,,,,,,,6594.919862750001,6594.919981416999,6594.919997417004,6594.945570666998,6594.945570666998,6594.945570666998,6594.945570666998,6597.948395792002,6597.948395792002,6598.932002458998,1,0,1.252554874998168,0.17892683299578493,None,6598.932632542004,6598.9327104589975,None,6598.932826917,6598.932866000003,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_46_seed_1.png,40,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,40,40,40,6598.960827333998,,,,,,,,,,,,,,,,,,,,,,6598.933289875,6598.933440667002,6598.9334565419995,6598.960827333998,6598.960827333998,6598.960827333998,6598.960827333998,6601.951280583999,6601.951280583999,6602.934568083998,1,1,1.3691415409994079,0.19106412499968428,None,6602.934988499997,6602.935038374999,None,6602.935110874998,6602.935135291998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/paired_image_483_2.png,41,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,41,41,41,6602.9612083340035,,,,,,,,,,,,,,,,,,,,,,6602.935424084004,6602.935517042002,6602.935526499998,6602.9612083340035,6602.9612083340035,6602.9612083340035,6602.9612083340035,6605.969278417004,6605.969278417004,6606.935611041998,1,1,1.1458903739985544,0.16801166700315662,None,6606.936227541999,6606.93630175,None,6606.9364168750035,6606.936457459,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_114_seed_1.png,42,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,42,42,42,6606.959562333999,,,,,,,,,,,,,,,,,,,,,,6606.936885667004,6606.93700975,6606.937025542,6606.959562333999,6606.959562333999,6606.959562333999,6606.959562333999,6609.950678041998,6609.950678041998,6610.949088542002,1,1,0.998571541000274,0.1979302079998888,None,6610.950177999999,6610.950320791999,None,6610.950468333998,6610.950522291998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_82_seed_1.png,43,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,43,43,43,6610.976169375004,,,,,,,,,,,,,,,,,,,,,,6610.951387209003,6610.951548709003,6610.951569666999,6610.976169375004,6610.976169375004,6610.976169375004,6610.976169375004,6613.981890625,6613.981890625,6614.965332667001,1,1,1.1319820409989916,0.1909705420039245,None,6614.965949666999,6614.966023749999,None,6614.966141042001,6614.966180666997,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_362_seed_1.png,44,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,44,44,44,6614.994336834003,,,,,,,,,,,,,,,,,,,,,,6614.966608834002,6614.966726874998,6614.966742334,6614.994336834003,6614.994336834003,6614.994336834003,6614.994336834003,6617.998497459004,6617.998497459004,6618.968736374998,1,1,1.3067017080029473,0.16897591599990847,None,6618.969921083997,6618.970026374998,None,6618.970169792003,6618.970214041998,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +blank.jpg,45,1,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,45,45,45,6618.981080209,,,,,,,,,,,,,,,,,,,,,,6618.9707097089995,6618.970852209,6618.970869124998,6618.981080209,6618.981080209,6618.981080209,6618.981080209,6621.982122000001,6621.982122000001,6622.965611166997,None,0,,,None,6622.966046875001,6622.966119584002,None,6622.966241791997,6622.966280667002,None,6622.994974583999,6622.994974583999,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_67_seed_1.png,46,0,1,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,46,46,46,6622.994974583999,,,,,,,,,,,,,,,,,,,,,,6622.966719167001,6622.966830834004,6622.966846750001,6622.994974583999,6622.994974583999,6622.994974583999,6622.994974583999,6626.002380833997,6626.002380833997,6626.969028291998,2,1,1.4541082080031629,0.18803983299585525,None,6626.969640084004,6626.969715334002,None,6626.969830167,6626.969870667002,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_83_seed_1.png,47,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,47,47,47,6626.993858916998,,,,,,,,,,,,,,,,,,,,,,6626.970296291998,6626.970430542002,6626.970446416999,6626.993858916998,6626.993858916998,6626.993858916998,6626.993858916998,6629.998427042003,6629.998427042003,6630.983779542003,1,1,1.0863383319956483,0.1999921670067124,None,6630.984128917,6630.984169959003,None,6630.9842212919975,6630.984238834004,None,,,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/w_gym2.jpg,48,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,48,48,48,6630.997812916998,,,,,,,,,,,,,,,,,,,,,,6630.984437042003,6630.984510292001,6630.984517417004,6630.997812916998,6630.997812916998,6630.997812916998,6630.997812916998,6633.998424584002,6633.998424584002,6634.983895292004,1,1,1.2115037490002578,0.1838724170011119,None,6634.9843773750035,6634.984430124998,None,6634.984483542001,6634.984501667001,None,6635.000216583998,6635.000216583998,,,,,,,,,,,1,4,0,1,2024-11-01_13h23.16.816,rtmindeye,2024.1.5,None,2024-11-01 13h23.30.661404 -0400, +all_stimuli/rtmindeye_stimuli/image_605_seed_1.png,49,0,0,0,15,4,1,"[9, 21, 31, 45, 56, 68, 69, 70, 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69]",,,,,3,0,3,0,0,32,32,32,1285.1356389169996,,,,,,,,,,,,,,,,,,,,,,1285.1187529590006,1285.1189114589997,1285.1189282920004,1285.1356389169996,1285.1356389169996,1285.1356389169996,1285.1356389169996,1288.131442459,1288.131442459,1289.1344290420002,1,1,1.3042374160013424,0.18096008399879793,None,1289.1358110420006,1289.1359847090007,None,1289.1361554169998,1289.1362287089996,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_5714.png,33,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,33,33,33,1289.1524276250002,,,,,,,,,,,,,,,,,,,,,,1289.1370360839992,1289.1373862500004,1289.1374070420006,1289.1524276250002,1289.1524276250002,1289.1524276250002,1289.1524276250002,1292.1673026669996,1292.1673026669996,1293.137827167,1,1,0.9074927080000634,0.17797791699922527,None,1293.1384607500004,1293.1385468339995,None,1293.1386618340002,1293.138702541999,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_6_9_56.png,34,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,34,34,34,1293.1561916669998,,,,,,,,,,,,,,,,,,,,,,1293.1391401670007,1293.1392642089995,1293.1392802089995,1293.1561916669998,1293.1561916669998,1293.1561916669998,1293.1561916669998,1296.1673898749996,1296.1673898749996,1297.1510290419992,1,1,0.9677952909987653,0.18702029199994286,None,1297.1520452919995,1297.1521424589992,None,1297.1522272919992,1297.152253667,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_5502.png,35,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,35,35,35,1297.1645655840002,,,,,,,,,,,,,,,,,,,,,,1297.1526070420005,1297.152787084,1297.1527972500007,1297.1645655840002,1297.1645655840002,1297.1645655840002,1297.1645655840002,1300.1856802500006,1300.1856802500006,1301.1521035419992,1,1,1.1863651250005205,0.17608212499908404,None,1301.1527174589992,1301.152786834,None,1301.1529020420003,1301.1529407500002,None,1301.1817516249994,1301.1817516249994,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_14793.jpg,36,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,36,36,36,1301.1817516249994,,,,,,,,,,,,,,,,,,,,,,1301.1533871249994,1301.1535023340002,1301.1535182919997,1301.1817516249994,1301.1817516249994,1301.1817516249994,1301.1817516249994,1304.182876625,1304.182876625,1305.1703545420005,1,1,0.9262391239990393,0.1848804580004071,None,1305.170961459,1305.17102625,None,1305.1711254170004,1305.171157749999,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_12308.jpg,37,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,37,37,37,1305.1989710420003,,,,,,,,,,,,,,,,,,,,,,1305.1715158749994,1305.1716566670002,1305.1716704169994,1305.1989710420003,1305.1989710420003,1305.1989710420003,1305.1989710420003,1308.2003327919992,1308.2003327919992,1309.184688292,2,1,0.8538811660000647,0.18010895800034632,None,1309.1857157499999,1309.1858328750004,None,1309.1860043750003,1309.186063792,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_42851.jpg,38,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,38,38,38,1309.2017392500002,,,,,,,,,,,,,,,,,,,,,,1309.1870032919996,1309.187162791999,1309.1871849590007,1309.2017392500002,1309.2017392500002,1309.2017392500002,1309.2017392500002,1312.2007592089994,1312.2007592089994,1313.2013222919995,2,1,0.7593022490000294,0.18989904200134333,None,1313.2022673749998,1313.2023745419992,None,1313.202501624999,1313.2025563339994,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_32_nsd_762_2_cocoid_18989png.png,39,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,39,39,39,1313.2337523749993,,,,,,,,,,,,,,,,,,,,,,1313.2033670839992,1313.2035090419995,1313.2035305419995,1313.2337523749993,1313.2337523749993,1313.2337523749993,1313.2337523749993,1316.2341925,1316.2341925,1317.217737208999,1,1,0.9573036660003709,0.1948947090004367,None,1317.2186573340005,1317.218757999999,None,1317.2189006669996,1317.2189503749996,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_6_9_11.png,40,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,40,40,40,1317.2371010839997,,,,,,,,,,,,,,,,,,,,,,1317.2196326249996,1317.2199313340006,1317.2199637499998,1317.2371010839997,1317.2371010839997,1317.2371010839997,1317.2371010839997,1320.2353002500004,1320.2353002500004,1321.2224635420007,1,1,1.2589627079996717,0.19488900000033027,None,1321.2231135839993,1321.2231960419995,None,1321.2233105840005,1321.2233529589994,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_35986.jpg,41,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,41,41,41,1321.2377641250005,,,,,,,,,,,,,,,,,,,,,,1321.2237907500003,1321.223946791999,1321.2239629169999,1321.2377641250005,1321.2377641250005,1321.2377641250005,1321.2377641250005,1324.2487455419996,1324.2487455419996,1325.2363599590008,2,1,1.0102666659986426,0.19998908399975335,None,1325.2369957499996,1325.237069375,None,1325.2371856669997,1325.2372258750001,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_71241.jpg,42,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,42,42,42,1325.2524081669999,,,,,,,,,,,,,,,,,,,,,,1325.2376514589996,1325.2378060419996,1325.2378223340002,1325.2524081669999,1325.2524081669999,1325.2524081669999,1325.2524081669999,1328.2675110839991,1328.2675110839991,1329.251827917,2,1,0.8656047079985001,0.14497495800060278,None,1329.2525194589998,1329.2525966249996,None,1329.2527157090008,1329.252756083999,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_25570.png,43,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,43,43,43,1329.2702177499996,,,,,,,,,,,,,,,,,,,,,,1329.253214417,1329.2533349170008,1329.2533514589995,1329.2702177499996,1329.2702177499996,1329.2702177499996,1329.2702177499996,1332.2653223340003,1332.2653223340003,1333.2679454589997,1,1,1.2168080829997052,0.17404537500078732,None,1333.2685905840008,1333.2686695419998,None,1333.2687934170008,1333.2688316250005,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_44_w_log_cabin2.jpg,44,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,44,44,44,1333.2811470420002,,,,,,,,,,,,,,,,,,,,,,1333.2692667499996,1333.2693936249998,1333.2694095000006,1333.2811470420002,1333.2811470420002,1333.2811470420002,1333.2811470420002,1336.2686467090007,1336.2686467090007,1337.2665308750002,2,1,1.3799524160003784,0.18410912500075938,None,1337.2672967920007,1337.2673819169995,None,1337.2675648339991,1337.267618459,None,1337.2742267089998,1337.2742267089998,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +blank.jpg,45,1,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,45,45,45,1337.2742267089998,,,,,,,,,,,,,,,,,,,,,,1337.2681266250001,1337.2682461669992,1337.2682627920003,1337.2742267089998,1337.2742267089998,1337.2742267089998,1337.2742267089998,1340.2684145839994,1340.2684145839994,1341.269051542,None,0,,,None,1341.2697525839994,1341.2698204589997,None,1341.269897917,1341.2699236249991,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_67742.jpg,46,0,1,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,46,46,46,1341.2858393749993,,,,,,,,,,,,,,,,,,,,,,1341.2702222499993,1341.2702971670005,1341.2703070419993,1341.2858393749993,1341.2858393749993,1341.2858393749993,1341.2858393749993,1344.282076042,1344.282076042,1345.2689399169994,2,1,0.800235958000485,0.18511008299901732,None,1345.2694835000002,1345.2695446670004,None,1345.2696428750005,1345.269684249999,None,1345.2846503750006,1345.2846503750006,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_71928.png,47,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,3,0,3,0,0,47,47,47,1345.2846503750006,,,,,,,,,,,,,,,,,,,,,,1345.2700752090004,1345.2701680419996,1345.2701807499998,1345.2846503750006,1345.2846503750006,1345.2846503750006,1345.2846503750006,1348.2819372499998,1348.2819372499998,1349.2693909999998,1,1,1.213479541000197,0.1780280839993793,None,1349.2702582919992,1349.2703607090007,None,1349.2704962499993,1349.2705476669998,None,1349.2855264999998,1349.2855264999998,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_61873.jpg,48,0,0,0,3,6,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,4,0,4,0,0,10,10,10,1511.7880493339999,,,,,,,,,,,,,,,,,,,,,,1511.7706424589996,1511.7707591670005,1511.770776292,1511.7880493339999,1511.7880493339999,1511.7880493339999,1511.7880493339999,1514.785939416999,1514.785939416999,1515.7856952919992,2,1,1.2996385829992505,0.23091641700011678,None,1515.7869617920005,1515.7871364589992,None,1515.7872805839997,1515.7873342090006,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_39402.jpg,11,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,11,11,11,1515.8044529590006,,,,,,,,,,,,,,,,,,,,,,1515.7880501250002,1515.7883891250003,1515.7884060840006,1515.8044529590006,1515.8044529590006,1515.8044529590006,1515.8044529590006,1518.8195570839998,1518.8195570839998,1519.799388042,2,1,0.7092776659992523,0.150039124999239,None,1519.7999256669991,1519.7999881249998,None,1519.8000861670007,1519.8001210000002,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_62561.png,12,0,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,12,12,12,1519.8169994590007,,,,,,,,,,,,,,,,,,,,,,1519.8004894589994,1519.800586542,1519.8006000419991,1519.8169994590007,1519.8169994590007,1519.8169994590007,1519.8169994590007,1522.8157243339992,1522.8157243339992,1523.8019144169994,1,1,1.3277614990001894,0.1709054169987212,None,1523.8026935420003,1523.8027582089999,None,1523.8028587499994,1523.8028912499994,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_11952.jpg,13,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,13,13,13,1523.8190833749995,,,,,,,,,,,,,,,,,,,,,,1523.8032483339994,1523.803344459,1523.803357375,1523.8190833749995,1523.8190833749995,1523.8190833749995,1523.8190833749995,1526.8187468340002,1526.8187468340002,1527.8025194170004,2,1,1.1116645000001881,0.17390779100060172,None,1527.8033806250005,1527.803509166999,None,1527.8036484589993,1527.803702666999,None,1527.8235547919994,1527.8235547919994,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_30_nsd_676_2_cocoid_19623.png,14,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,14,14,14,1527.8235547919994,,,,,,,,,,,,,,,,,,,,,,1527.8042637500002,1527.8043426250006,1527.8043537499998,1527.8235547919994,1527.8235547919994,1527.8235547919994,1527.8235547919994,1530.8350014999996,1530.8350014999996,1531.8162157499992,2,1,0.9692496659990866,0.1709047920012381,None,1531.8170292920004,1531.8171271249994,None,1531.8172784590006,1531.8173484590006,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_29980.png,15,0,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,15,15,15,1531.8341003339992,,,,,,,,,,,,,,,,,,,,,,1531.8179354589993,1531.8181100000002,1531.818133875,1531.8341003339992,1531.8341003339992,1531.8341003339992,1531.8341003339992,1534.8328109169997,1534.8328109169997,1535.817537208999,1,1,0.9215858320003463,0.1850812920001772,None,1535.8181712919995,1535.8182423340004,None,1535.8183578339995,1535.8183966249999,None,1535.8350102919994,1535.8350102919994,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_8435.png,16,0,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,16,16,16,1535.8350102919994,,,,,,,,,,,,,,,,,,,,,,1535.818834583999,1535.8189483339993,1535.81896375,1535.8350102919994,1535.8350102919994,1535.8350102919994,1535.8350102919994,1538.8327210419993,1538.8327210419993,1539.8204192089997,1,1,0.9607843329995376,0.18394749999970372,None,1539.8210679589993,1539.8211407920007,None,1539.8212596249996,1539.8212997499995,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_4_6_89.png,17,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,17,17,17,1539.8393097089993,,,,,,,,,,,,,,,,,,,,,,1539.8217402499995,1539.8218690840004,1539.821885542,1539.8393097089993,1539.8393097089993,1539.8393097089993,1539.8393097089993,1542.8518599170002,1542.8518599170002,1543.834247834,1,0,2.032415707999462,0.19405791600001976,None,1543.8348756670002,1543.834947416999,None,1543.8350688749997,1543.8351079999993,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_48_w_runway2.jpg,18,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,18,18,18,1543.8659617920002,,,,,,,,,,,,,,,,,,,,,,1543.8355355000003,1543.8356535000003,1543.8356695000002,1543.8659617920002,1543.8659617920002,1543.8659617920002,1543.8659617920002,1546.8523096249992,1546.8523096249992,1547.8391406249993,2,1,0.9968335410012514,0.21192625000003318,None,1547.8397602919995,1547.8398333339992,None,1547.8399546670007,1547.8399937089998,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_36_nsd_949_2_cocoid_60031.png,19,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,19,19,19,1547.8667767089992,,,,,,,,,,,,,,,,,,,,,,1547.8404156249999,1547.8405472089999,1547.840563374999,1547.8667767089992,1547.8667767089992,1547.8667767089992,1547.8667767089992,1550.869179792,1550.869179792,1551.8520910419993,2,1,1.9549915410007088,0.20505758400031482,None,1551.8530784169998,1551.853226666999,None,1551.8534443749995,1551.8535110419998,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_24_nsd_158_2_cocoid_3673.png,20,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,20,20,20,1551.8830982500003,,,,,,,,,,,,,,,,,,,,,,1551.8539774170004,1551.8541395419998,1551.854153417,1551.8830982500003,1551.8830982500003,1551.8830982500003,1551.8830982500003,1554.8694585419998,1554.8694585419998,1555.8659478339996,2,1,1.1046559579990571,0.17613675000029616,None,1555.8664684590003,1555.8665329169999,None,1555.866628624999,1555.8666630000007,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +blank.jpg,21,1,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,21,21,21,1555.8766777090004,,,,,,,,,,,,,,,,,,,,,,1555.8670182919996,1555.8671154170006,1555.8671290000002,1555.8766777090004,1555.8766777090004,1555.8766777090004,1555.8766777090004,1558.8866073749996,1558.8866073749996,1559.868843667,None,0,,,None,1559.8695636249995,1559.869676541999,None,1559.8698107500004,1559.8698609999992,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/special515/special_68842.jpg,22,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,22,22,22,1559.8867325419997,,,,,,,,,,,,,,,,,,,,,,1559.8704748340006,1559.8708929589993,1559.8709407089991,1559.8867325419997,1559.8867325419997,1559.8867325419997,1559.8867325419997,1562.8826130840007,1562.8826130840007,1563.8721389589991,2,1,1.0221496659996774,0.16297149999991234,None,1563.8727493749993,1563.8728206249998,None,1563.872936459,1563.8729760000006,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/MST_pairs1/pair_46_w_pool1.jpg,23,0,1,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,23,23,23,1563.8873924590007,,,,,,,,,,,,,,,,,,,,,,1563.8734073750002,1563.873528917,1563.8735455839997,1563.8873924590007,1563.8873924590007,1563.8873924590007,1563.8873924590007,1566.885199417,1566.885199417,1567.8879998749999,2,1,1.0884257910001907,0.160045041999183,None,1567.8886386670001,1567.8887140839997,None,1567.8888319590005,1567.8888711250002,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_57443.png,24,0,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 69]",,,,,4,0,4,0,0,24,24,24,1567.9059888339998,,,,,,,,,,,,,,,,,,,,,,1567.8893184999997,1567.8894694589999,1567.8894856669995,1567.9059888339998,1567.9059888339998,1567.9059888339998,1567.9059888339998,1570.899411291999,1570.899411291999,1571.9021588340001,1,1,0.7518375409999862,0.16099195900096674,None,1571.9027986250003,1571.9028715000004,None,1571.90298875,1571.9030278339997,None,,,,,,,,,,,,,1,6,0,1,2025-01-13_11h36.30.746,rtmindeye,2024.1.5,None,2025-01-13 11h36.45.624132 -0500, +all_stimuli/shared1000_notspecial/notspecial_8387.png,25,0,0,0,4,6,1,"[9, 21, 31, 45, 56, 68, 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69]",,,,,3,0,3,0,0,44,44,44,1193.6209058749992,,,,,,,,,,,,,,,,,,,,,,1193.607151791999,1193.6072706669984,1193.6072869169984,1193.6209058749992,1193.6209058749992,1193.6209058749992,1193.6209058749992,1196.6095984999993,1196.6095984999993,1197.6076769169995,2,1,1.1702488740011177,0.16103595899767242,None,1197.6083009169997,1197.6083713750013,None,1197.6084891249993,1197.6085269590003,None,,,,,,,,,,,1,7,0,1,2025-01-13_12h13.00.304,rtmindeye,2024.1.5,None,2025-01-13 12h13.16.581569 -0500, +blank.jpg,45,1,0,0,3,7,1,"[9, 21, 31, 45, 56, 68, 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+practice_images/w_kitchen2.jpg,4,0,4,4,0,2,0,1.4061296669970034,0.2530357920040842,None,,,,,,,,,,,,,,,,,,,,0,4,4,4,,,,,,,,,18.89066745799937,,,,,,,,,,,18.885524167002586,18.89066745799937,18.89066745799937,18.89066745799937,18.89066745799937,21.880172958000912,21.880172958000912,22.860927249996166,2,0,1.4061296669970034,0.2530357920040842,None,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,5,0,0,2025-01-28_12h41.31.410,rtmindeye,2024.2.3,None,2025-01-28 12h41.49.148470 -0500 +practice_images/w_auditorium1.jpg,5,0,5,5,0,2,0,1.123816541999986,0.2240038750023814,None,,,,,,,,,,,,,,,,,,,,0,5,5,5,,,,,,,,,22.93296512500092,,,,,,,,,,,22.928107375002583,22.93296512500092,22.93296512500092,22.93296512500092,22.93296512500092,25.931643625001016,25.931643625001016,26.860793332998583,2,0,1.123816541999986,0.2240038750023814,None,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,5,0,0,2025-01-28_12h41.31.410,rtmindeye,2024.2.3,None,2025-01-28 12h41.49.148470 -0500 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71]",,,,,0,0,0,0,0,7,7,7,624.7918697502464,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,624.767571542412,624.7676672092639,624.7676775003783,624.7918697502464,624.7918697502464,624.7918697502464,624.7918697502464,627.7998207923956,627.7998207923956,628.7698177089915,1,1,0.7475777920335531,0.13401245791465044,None,628.7702788342722,628.7703303750604,None,628.7704159170389,628.7704442092218,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_106_seed_1.png,8,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,8,8,8,628.7920780424029,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,628.7707634591497,628.7708498751745,628.7708620000631,628.7920780424029,628.7920780424029,628.7920780424029,628.7920780424029,631.7875069594011,631.7875069594011,632.7851284174249,1,1,0.5374775002710521,0.1449986668303609,None,632.7855818341486,632.7856295001693,None,632.7856961251236,632.7857207502238,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,9,9,9,632.7951859170571,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,632.7859870423563,632.7860884172842,632.7860975000076,632.7951859170571,632.7951859170571,632.7951859170571,632.7951859170571,635.7997776251286,635.7997776251286,636.7859076671302,None,0,,,None,636.7862452920526,636.7862826250494,None,636.7863516672514,636.7863720841706,None,636.8064066250809,636.8064066250809,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_518_seed_1.png,10,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,10,10,10,636.8064066250809,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,636.7866279170848,636.7866892921738,636.7866983343847,636.8064066250809,636.8064066250809,636.8064066250809,636.8064066250809,639.8028735420667,639.8028735420667,640.7894411250018,1,1,0.6912256670184433,0.1619941252283752,None,640.7898795842193,640.7899277922697,None,640.7900017499924,640.7900271252729,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_359_seed_1.png,11,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,11,11,11,640.8093140842393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,640.7903077923693,640.7904102504253,640.7904206672683,640.8093140842393,640.8093140842393,640.8093140842393,640.8093140842393,643.816613084171,643.816613084171,644.79993591737,1,1,0.5322622917592525,0.14296108298003674,None,644.8006212920882,644.8006945843808,None,644.8008179171011,644.8008585004136,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_234_seed_1.png,12,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,12,12,12,644.8273214590736,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,644.8013385422528,644.8014803752303,644.8014975842088,644.8273214590736,644.8273214590736,644.8273214590736,644.8273214590736,647.8359239171259,647.8359239171259,648.8028097921051,1,1,0.8422377919778228,0.1280202497728169,None,648.8033390422352,648.8033980419859,None,648.8034967919812,648.8035288341343,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_424_seed_1.png,13,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,13,13,13,648.8264391673729,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,648.8038865001872,648.8039835840464,648.803996917326,648.8264391673729,648.8264391673729,648.8264391673729,648.8264391673729,651.8192902500741,651.8192902500741,652.8199535002932,1,1,0.5572151252999902,0.14103866694495082,None,652.8210376673378,652.8211798341945,None,652.8213421669789,652.8214035001583,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_203_seed_1.png,14,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,14,14,14,652.8458151253872,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,652.8225645842031,652.8228215840645,652.8229214171879,652.8458151253872,652.8458151253872,652.8458151253872,652.8458151253872,655.8499530423433,655.8499530423433,656.8361455840059,1,1,0.6499015418812633,0.10986329196020961,None,656.8365606670268,656.8366072922945,None,656.8366804593243,656.8367050844245,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_664_seed_1.png,15,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,0,0,0,0,0,15,15,15,656.8581944592297,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,656.8369846250862,656.8370819170959,656.8370921672322,656.8581944592297,656.8581944592297,656.8581944592297,656.8581944592297,659.8531210003421,659.8531210003421,660.8499704999849,1,1,0.5814177091233432,0.11799795785918832,None,660.850608792156,660.8506816253066,None,660.850820292253,660.8508700840175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_450_seed_1.png,16,0,0,0,0,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,1,0,1,0,0,40,40,40,1078.4940276253037,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1078.4691099170595,1078.4692062921822,1078.4692196249962,1078.4940276253037,1078.4940276253037,1078.4940276253037,1078.4940276253037,1081.5014536674134,1081.5014536674134,1082.47152041737,1,1,1.1110422923229635,0.13801737502217293,None,1082.4719528341666,1082.4720015842468,None,1082.4720766250975,1082.4721015840769,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_697_seed_1.png,41,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,41,41,41,1082.4916033754125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1082.4723832090385,1082.4724791250192,1082.4724890422076,1082.4916033754125,1082.4916033754125,1082.4916033754125,1082.4916033754125,1085.5014460003003,1085.5014460003003,1086.484857709147,1,1,0.7755399579182267,0.12192649999633431,None,1086.4854807499796,1086.4855525842868,None,1086.4856709591113,1086.4857264170423,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,42,1,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,42,42,42,1086.4964032093994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1086.486171292141,1086.4863115004264,1086.4863310842775,1086.4964032093994,1086.4964032093994,1086.4964032093994,1086.4964032093994,1089.488358750008,1089.488358750008,1090.4849732923321,None,0,,,None,1090.4854097091593,1090.4854920003563,None,1090.4856320000254,1090.4856702093966,None,1090.5147653343156,1090.5147653343156,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_31_seed_1.png,43,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,43,43,43,1090.5147653343156,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1090.4861245420761,1090.486238209065,1090.486254709307,1090.5147653343156,1090.5147653343156,1090.5147653343156,1090.5147653343156,1093.5182938752696,1093.5182938752696,1094.4875368750654,1,1,0.7923525418154895,0.17501462530344725,None,1094.488379875198,1094.4884500000626,None,1094.4885244593024,1094.4885500841774,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_558_seed_1.png,44,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,44,44,44,1094.5105584589764,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1094.488897875417,1094.489023459144,1094.48903345922,1094.5105584589764,1094.5105584589764,1094.5105584589764,1094.5105584589764,1097.517989042215,1097.517989042215,1098.5032731252722,1,1,1.0455235419794917,0.14003070909529924,None,1098.503956625238,1098.5040372093208,None,1098.504114750307,1098.504141042009,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_54_seed_1.png,45,0,1,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,45,45,45,1098.524744917173,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1098.504434209317,1098.504540250171,1098.5045507093892,1098.524744917173,1098.524744917173,1098.524744917173,1098.524744917173,1101.534517750144,1101.534517750144,1102.51849945914,2,1,0.8254590420983732,0.11891029169782996,None,1102.518943125382,1102.5189915420488,None,1102.5190563341603,1102.5190789173357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_474_seed_1.png,46,0,1,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,46,46,46,1102.536940625403,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1102.5193694592454,1102.5194736672565,1102.5194832501002,1102.536940625403,1102.536940625403,1102.536940625403,1102.536940625403,1105.5347500843927,1105.5347500843927,1106.5209597502835,2,1,0.7243485418148339,0.11798375006765127,None,1106.5213761250488,1106.5214212089777,None,1106.5214953343384,1106.5215197093785,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_726_seed_1.png,47,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,47,47,47,1106.5469552502036,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1106.5217928751372,1106.5218704170547,1106.5218803752214,1106.5469552502036,1106.5469552502036,1106.5469552502036,1106.5469552502036,1109.5382335842587,1109.5382335842587,1110.5241052503698,1,1,1.0832723332569003,0.14300287514925003,None,1110.5245631253347,1110.524606875144,None,1110.5246735420078,1110.5246952502057,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_195_seed_1.png,48,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,48,48,48,1110.544189167209,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1110.5249366252683,1110.5250242501497,1110.52503308421,1110.544189167209,1110.544189167209,1110.544189167209,1110.544189167209,1113.5515160840005,1113.5515160840005,1114.5348737919703,1,1,1.3789968341588974,0.10402137506753206,None,1114.5353802922182,1114.5354382093064,None,1114.5355214593,1114.5355496671982,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_24_seed_1.png,49,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,49,49,49,1114.562596875243,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1114.5358870420605,1114.5360035421327,1114.5360175841488,1114.562596875243,1114.562596875243,1114.562596875243,1114.562596875243,1117.5545793753117,1117.5545793753117,1118.5400547920726,1,1,0.8176822923123837,0.14491362497210503,None,1118.540734542068,1118.540810292121,None,1118.5409329170361,1118.5409723343328,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_581_seed_1.png,50,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,50,50,50,1118.568367167376,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1118.54142100038,1118.5415755421855,1118.5415922091343,1118.568367167376,1118.568367167376,1118.568367167376,1118.568367167376,1121.5546385841444,1121.5546385841444,1122.5542972921394,1,1,0.7939005838707089,0.16291520791128278,None,1122.5546535421163,1122.5546943750232,None,1122.5547587922774,1122.5547797922045,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_403_seed_1.png,51,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,51,51,51,1122.5774957090616,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1122.5550241670571,1122.5550879170187,1122.55509666726,1122.5774957090616,1122.5774957090616,1122.5774957090616,1122.5774957090616,1125.5848417500965,1125.5848417500965,1126.5598230422474,1,1,1.138806626200676,0.15191974956542253,None,1126.5602536671795,1126.560299417004,None,1126.5603633751161,1126.5603865003213,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_72_seed_1.png,52,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,52,52,52,1126.580364917405,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1126.5606472920626,1126.5607430841774,1126.5607520421036,1126.580364917405,1126.580364917405,1126.580364917405,1126.580364917405,1129.5724020423368,1129.5724020423368,1130.5711892093532,1,1,0.6699183750897646,0.14192924974486232,None,1130.571821000427,1130.5718930843286,None,1130.5720091671683,1130.5720527921803,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_638_seed_1.png,53,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,53,53,53,1130.5972999171354,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1130.5724880001508,1130.5725736673921,1130.572585459333,1130.5972999171354,1130.5972999171354,1130.5972999171354,1130.5972999171354,1133.6014876253903,1133.6014876253903,1134.5885484591126,1,1,1.3599540423601866,0.14906274992972612,None,1134.5895203342661,1134.5896385000087,None,1134.5897737094201,1134.5898275421932,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_205_seed_1.png,54,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,54,54,54,1134.6129692923278,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1134.5905457921326,1134.5906597501598,1134.5906768343411,1134.6129692923278,1134.6129692923278,1134.6129692923278,1134.6129692923278,1137.6177001250908,1137.6177001250908,1138.601641708985,1,1,1.448309833649546,0.13001070823520422,None,1138.6022665002383,1138.6023392090574,None,1138.6024579172954,1138.6024972503074,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_197_seed_1.png,55,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,55,55,55,1138.6299634589814,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1138.602965875063,1138.6031045420095,1138.6031235842966,1138.6299634589814,1138.6299634589814,1138.6299634589814,1138.6299634589814,1141.621990292333,1141.621990292333,1142.6046825423837,1,1,0.7763189999386668,0.16709304181858897,None,1142.605734417215,1142.6058662501164,None,1142.6060278750956,1142.6060863751918,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,56,56,56,1142.6175464172848,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1142.6068804999813,1142.6071529593319,1142.6071749171242,1142.6175464172848,1142.6175464172848,1142.6175464172848,1142.6175464172848,1145.6202184171416,1145.6202184171416,1146.603107042145,None,0,,,None,1146.6039285003208,1146.6040547923185,None,1146.6042138752528,1146.6042726673186,None,1146.6298335003667,1146.6298335003667,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_423_seed_1.png,57,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,57,57,57,1146.6298335003667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1146.6051806672476,1146.6053404170088,1146.6053590001538,1146.6298335003667,1146.6298335003667,1146.6298335003667,1146.6298335003667,1149.6349424594082,1149.6349424594082,1150.620855834335,1,1,1.4794154590927064,0.14800225012004375,None,1150.6212571254,1150.6213029590435,None,1150.6213764171116,1150.6214001253247,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_491_seed_1.png,58,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,58,58,58,1150.6464468343183,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1150.6216724594124,1150.6217554169707,1150.62176525034,1150.6464468343183,1150.6464468343183,1150.6464468343183,1150.6464468343183,1153.6521903751418,1153.6521903751418,1154.622243875172,1,1,0.9979079170152545,0.11806858284398913,None,1154.6227652924135,1154.6228261673823,None,1154.6229252922349,1154.6229572091252,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_707_seed_1.png,59,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,59,59,59,1154.6489172503352,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1154.6233238340355,1154.6234257090837,1154.62343895901,1154.6489172503352,1154.6489172503352,1154.6489172503352,1154.6489172503352,1157.6401769174263,1157.6401769174263,1158.6378126670606,1,1,0.9874169169925153,0.16109524993225932,None,1158.638434292283,1158.6385083752684,None,1158.6386252092198,1158.638665500097,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_455_seed_1.png,60,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,60,60,60,1158.6648082090542,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1158.6391181251965,1158.6392364590429,1158.6392554170452,1158.6648082090542,1158.6648082090542,1158.6648082090542,1158.6648082090542,1161.6554629593156,1161.6554629593156,1162.6536883753724,1,1,1.5605231672525406,0.16801983304321766,None,1162.6543098343536,1162.6543817501515,None,1162.6545015843585,1162.6545409173705,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_668_seed_1.png,61,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,61,61,61,1162.6810702090152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1162.6549760843627,1162.6550935003906,1162.6551100420766,1162.6810702090152,1162.6810702090152,1162.6810702090152,1162.6810702090152,1165.672036584001,1165.672036584001,1166.6705075842328,2,0,1.2223350419662893,0.15201416704803705,None,1166.6712768343277,1166.6713664592244,None,1166.6715192091651,1166.6715679173358,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_285_seed_1.png,62,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,62,62,62,1166.695044042077,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1166.6721344590187,1166.6722873342223,1166.6723083751276,1166.695044042077,1166.695044042077,1166.695044042077,1166.695044042077,1169.6881638751365,1169.6881638751365,1170.68494329229,1,1,1.4783408748917282,0.1530874171294272,None,1170.6853989171796,1170.6854497091845,None,1170.6855232920498,1170.685547500383,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_6_seed_1.png,63,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,63,63,63,1170.709084250033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1170.6858225842007,1170.6859260844067,1170.6859361673705,1170.709084250033,1170.709084250033,1170.709084250033,1170.709084250033,1173.704947959166,1173.704947959166,1174.6892653750256,1,1,0.7122837076894939,0.1460015419870615,None,1174.6897897920571,1174.6898617502302,None,1174.6899825423025,1174.6900224173442,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_253_seed_1.png,64,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,64,64,64,1174.7150932503864,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1174.6904627922922,1174.690582584124,1174.6905989171937,1174.7150932503864,1174.7150932503864,1174.7150932503864,1174.7150932503864,1177.7183433342725,1177.7183433342725,1178.7019746252336,1,1,1.5893231253139675,0.14995629200711846,None,1178.7023887922987,1178.7024325840175,None,1178.7024997500703,1178.7025219174102,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_380_seed_1.png,65,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,65,65,65,1178.720119042322,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1178.7027755840681,1178.7028650841676,1178.702873875387,1178.720119042322,1178.720119042322,1178.720119042322,1178.720119042322,1181.7214139592834,1181.7214139592834,1182.7058207090013,1,1,1.3863400421105325,0.14204258285462856,None,1182.7064449172467,1182.7065162500367,None,1182.7066360423341,1182.7066750843078,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_546_seed_1.png,66,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,66,66,66,1182.7332224589773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1182.7071072091348,1182.7072259173729,1182.7072423342615,1182.7332224589773,1182.7332224589773,1182.7332224589773,1182.7332224589773,1185.722448125016,1185.722448125016,1186.7202640003525,2,0,2.0411966261453927,0.17212379071861506,None,1186.7209242503159,1186.7210010844283,None,1186.7211177092977,1186.7211566669866,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_28_seed_1.png,67,0,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,67,67,67,1186.747997125145,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1186.7216062922962,1186.7217417922802,1186.7217586673796,1186.747997125145,1186.747997125145,1186.747997125145,1186.747997125145,1189.7519308342598,1189.7519308342598,1190.738390041981,1,1,0.8515501669608057,0.182972458191216,None,1190.738905583974,1190.7389661669731,None,1190.7390606673434,1190.7390928342938,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,1,1,1,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,68,68,68,1190.7511927923188,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1190.7394432500005,1190.7395401252434,1190.739553542342,1190.7511927923188,1190.7511927923188,1190.7511927923188,1190.7511927923188,1193.7522599999793,1193.7522599999793,1194.7361550424248,None,0,,,None,1194.7367364172824,1194.7368597500026,None,1194.736991791986,1194.7370335422456,None,1194.74561533425,1194.74561533425,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,1,1,0,"[9, 19, 31, 42, 56, 68, 69, 70, 71]",,,,,1,0,1,0,0,69,69,69,1194.74561533425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1194.7375070000999,1194.7376693752594,1194.7376875421032,1194.74561533425,1194.74561533425,1194.74561533425,1194.74561533425,1197.7521554999985,1197.7521554999985,1198.737834500149,None,0,,,None,1198.738362334203,1203.3531257919967,1,1203.3536872500554,1270.0698890420608,equal,,,,,1198.755579334218,1198.755579334218,4.582973042037338,None,1203.3616506671533,1203.3616506671533,66.70518662501127,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,1,0,1,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_248_seed_1.png,0,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,0,0,0,1270.111269917339,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1270.0897717922926,1270.0901463753544,1270.0901614171453,1270.111269917339,1270.111269917339,1270.111269917339,1270.111269917339,1273.1054882924072,1273.1054882924072,1274.102104875259,1,1,0.9204383343458176,0.17301491694524884,None,1274.1030437503941,1274.1031103753485,None,1274.103336542379,1274.1033734590746,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_30_seed_1.png,1,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,1,1,1,1274.12681045942,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1274.1038884171285,1274.103994875215,1274.1040082504041,1274.12681045942,1274.12681045942,1274.12681045942,1274.12681045942,1277.122239666991,1277.122239666991,1278.1049365843646,1,1,1.1289383340626955,0.1400897498242557,None,1278.1055162502453,1278.1055793752894,None,1278.1056794594042,1278.10571283428,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_547_1.png,2,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,2,2,2,1278.1274762921967,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1278.1060954593122,1278.1061946670525,1278.1062078750692,1278.1274762921967,1278.1274762921967,1278.1274762921967,1278.1274762921967,1281.1245915000327,1281.1245915000327,1282.118866042234,1,1,0.7083747503347695,0.12702349992468953,None,1282.119381584227,1282.119439500384,None,1282.1195378750563,1282.1195697090589,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_669_seed_1.png,3,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,3,3,3,1282.142020250205,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1282.1199239999987,1282.1200205842033,1282.1200340422802,1282.142020250205,1282.142020250205,1282.142020250205,1282.142020250205,1285.1411119592376,1285.1411119592376,1286.1217387090437,1,1,0.8178285011090338,0.12302695773541927,None,1286.1221509170718,1286.1221964592114,None,1286.1222741249949,1286.1222997503355,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_685_seed_1.png,4,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,4,4,4,1286.142856542021,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1286.1225780840032,1286.1226622923277,1286.1226722090505,1286.142856542021,1286.142856542021,1286.142856542021,1286.142856542021,1289.1542522502132,1289.1542522502132,1290.136832792312,1,1,1.2180038341321051,0.1409307080321014,None,1290.137460959144,1290.1375318341888,None,1290.1376486252993,1290.1376884169877,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_718_seed_1.png,5,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,5,5,5,1290.1658947090618,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1290.1381175001152,1290.1382357091643,1290.1382518340833,1290.1658947090618,1290.1658947090618,1290.1658947090618,1290.1658947090618,1293.1550541673787,1293.1550541673787,1294.1386825842783,1,1,0.8949665841646492,0.16489291610196233,None,1294.1391034591943,1294.1391502092592,None,1294.1392234591767,1294.1392488339916,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_623_seed_1.png,6,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,6,6,6,1294.1604745420627,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1294.1395366671495,1294.139620625414,1294.1396310003474,1294.1604745420627,1294.1604745420627,1294.1604745420627,1294.1604745420627,1297.1684749173,1297.1684749173,1298.1522938753478,1,1,0.769426042214036,0.1258744578808546,None,1298.1526901670732,1298.1527369590476,None,1298.152800584212,1298.1528221252374,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_485_seed_1.png,7,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,7,7,7,1298.1712982500903,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1298.1530831670389,1298.1531997499987,1298.15320850024,1298.1712982500903,1298.1712982500903,1298.1712982500903,1298.1712982500903,1301.1688025840558,1301.1688025840558,1302.1560360002331,1,1,0.9685452920384705,0.15508512500673532,None,1302.1566168339923,1302.156679917127,None,1302.1567786252126,1302.156812292058,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_254_seed_1.png,8,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,8,8,8,1302.1806900002994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1302.1572230840102,1302.1573256254196,1302.1573390844278,1302.1806900002994,1302.1806900002994,1302.1806900002994,1302.1806900002994,1305.1854354590178,1305.1854354590178,1306.1689754170366,1,1,1.0561465001665056,0.12002583406865597,None,1306.1696420842782,1306.1697167921811,None,1306.1698341253214,1306.1698735002428,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,9,9,9,1306.1810109592043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1306.170322375372,1306.1704565002583,1306.1704726670869,1306.1810109592043,1306.1810109592043,1306.1810109592043,1306.1810109592043,1309.1721631251276,1309.1721631251276,1310.1716546672396,None,0,,,None,1310.1723142093979,1310.1724070422351,None,1310.1725121671334,1310.1725477920845,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_694_seed_1.png,10,0,1,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,10,10,10,1310.199252750259,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1310.1729772500694,1310.1731471670792,1310.1731612090953,1310.199252750259,1310.199252750259,1310.199252750259,1310.199252750259,1313.202146709431,1313.202146709431,1314.187371500302,2,1,1.1536823748610914,0.14995829202234745,None,1314.1879912503064,1314.188060917426,None,1314.188176209107,1314.1882154592313,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_317_seed_1.png,11,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,11,11,11,1314.21260037506,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1314.1886548344046,1314.188774459064,1314.1887911250815,1314.21260037506,1314.21260037506,1314.21260037506,1314.21260037506,1317.2186472089961,1317.2186472089961,1318.1895221252926,1,1,0.6873870422132313,0.13689283281564713,None,1318.1901513752528,1318.1902304170653,None,1318.1903512091376,1318.1903904173523,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_670_seed_1.png,12,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,12,12,12,1318.213086083997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1318.1908263340592,1318.1909560002387,1318.1909724590369,1318.213086083997,1318.213086083997,1318.213086083997,1318.213086083997,1321.2053184174001,1321.2053184174001,1322.2029773751274,1,1,1.0408582496456802,0.13796925032511353,None,1322.2039235420525,1322.2040210003033,None,1322.204144750256,1322.2041907501407,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_159_seed_1.png,13,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,13,13,13,1322.2252917923033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1322.2047070842236,1322.2048875000328,1322.204904917162,1322.2252917923033,1322.2252917923033,1322.2252917923033,1322.2252917923033,1325.235513292253,1325.235513292253,1326.2055967501365,1,1,0.7897733761928976,0.11899395799264312,None,1326.205964084249,1326.2060072920285,None,1326.2060719593428,1326.2060945844278,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_79_seed_1.png,14,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,14,14,14,1326.223207292147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1326.2063522501849,1326.20642766729,1326.206436584238,1326.223207292147,1326.223207292147,1326.223207292147,1326.223207292147,1329.2191480421461,1329.2191480421461,1330.2219436671585,1,1,1.8557617920450866,0.13900716602802277,None,1330.2230213750154,1330.223209417425,None,1330.223377959337,1330.2234424171038,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_450_seed_1.png,15,0,1,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,15,15,15,1330.2506759171374,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1330.224396625068,1330.2245487091132,1330.224574209191,1330.2506759171374,1330.2506759171374,1330.2506759171374,1330.2506759171374,1333.238716959022,1333.238716959022,1334.2357470840216,1,0,0.9853342091664672,0.14991104090586305,None,1334.2363652922213,1334.2364370841533,None,1334.2365579172038,1334.2366074169986,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_381_seed_1.png,16,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,16,16,16,1334.2624622923322,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1334.2370576672256,1334.2371996673755,1334.2372183753178,1334.2624622923322,1334.2624622923322,1334.2624622923322,1334.2624622923322,1337.2707005422562,1337.2707005422562,1338.2385704172775,1,1,0.8655884577892721,0.15088808396831155,None,1338.2391502093524,1338.2392230001278,None,1338.239289500285,1338.2393125421368,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_526_seed_1.png,17,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,17,17,17,1338.2604217920452,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1338.2395739592612,1338.2397246672772,1338.2397338342853,1338.2604217920452,1338.2604217920452,1338.2604217920452,1338.2604217920452,1341.2556387921795,1341.2556387921795,1342.255346417427,1,1,0.826552499551326,0.12813658406957984,None,1342.2559799170122,1342.2560552922077,None,1342.256177125033,1342.2562168342993,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_395_seed_1.png,18,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,18,18,18,1342.2831049170345,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1342.2566517922096,1342.2567707924172,1342.256786833983,1342.2831049170345,1342.2831049170345,1342.2831049170345,1342.2831049170345,1345.2718200003728,1345.2718200003728,1346.258586875163,1,1,0.9909490421414375,0.12202829215675592,None,1346.2589617501944,1346.2590025421232,None,1346.2590565420687,1346.259075042326,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,19,19,19,1346.26854795916,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1346.2592943343334,1346.2593747503124,1346.2593819592148,1346.26854795916,1346.26854795916,1346.26854795916,1346.26854795916,1349.2714726249687,1349.2714726249687,1350.2525460841134,None,0,,,None,1350.25296612503,1350.2530244169757,None,1350.2531290422194,1350.253161250148,None,1350.2804929171689,1350.2804929171689,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_476_seed_1.png,20,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,20,20,20,1350.2804929171689,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1350.2535390420817,1350.2536312500015,1350.2536445842125,1350.2804929171689,1350.2804929171689,1350.2804929171689,1350.2804929171689,1353.2859724173322,1353.2859724173322,1354.255531084258,1,1,1.1686243759468198,0.14898441592231393,None,1354.2559727500193,1354.2560222502798,None,1354.2560882503167,1354.2561123752967,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_504_seed_1.png,21,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,21,21,21,1354.273888209369,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1354.2563850842416,1354.2564845844172,1354.256493625231,1354.273888209369,1354.273888209369,1354.273888209369,1354.273888209369,1357.2724224589765,1357.2724224589765,1358.2718154173344,1,1,1.5042437501251698,0.1560382917523384,None,1358.2728946669959,1358.2731115841307,None,1358.27334283432,1358.2733952500857,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_189_seed_1.png,22,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,22,22,22,1358.3002415420488,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1358.2739560003392,1358.2740882923827,1358.2741056671366,1358.3002415420488,1358.3002415420488,1358.3002415420488,1358.3002415420488,1361.3026957502589,1361.3026957502589,1362.2862076670863,1,1,0.8328852509148419,0.14401225000619888,None,1362.2866621674038,1362.286716667004,None,1362.286782084033,1362.286803917028,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_61_seed_1.png,23,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,23,23,23,1362.3037010421976,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1362.2870622919872,1362.2871632501483,1362.287172042299,1362.3037010421976,1362.3037010421976,1362.3037010421976,1362.3037010421976,1365.3054702919908,1365.3054702919908,1366.2890127920546,1,1,1.0133909592404962,0.14594783261418343,None,1366.2896384592168,1366.2897099591792,None,1366.2898261672817,1366.2898670420982,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_580_seed_1.png,24,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,24,24,24,1366.315282334108,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1366.2902968344279,1366.2904155422002,1366.290432334412,1366.315282334108,1366.315282334108,1366.315282334108,1366.315282334108,1369.3067434593104,1369.3067434593104,1370.3030933751725,1,1,1.062880167271942,0.1339208330027759,None,1370.3039445001632,1370.3040160001256,None,1370.3040917092003,1370.3041178341955,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_229_seed_1.png,25,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,25,25,25,1370.3242825004272,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1370.3044041250832,1370.3045101254247,1370.3045206251554,1370.3242825004272,1370.3242825004272,1370.3242825004272,1370.3242825004272,1373.338392834179,1373.338392834179,1374.3061840422451,1,1,0.8378208340145648,0.13709995802491903,None,1374.306875209324,1374.3069521673024,None,1374.3070733752102,1374.3071145843714,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_139_seed_1.png,26,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,26,26,26,1374.3342347922735,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1374.3076073341072,1374.3077339590527,1374.307749917265,1374.3342347922735,1374.3342347922735,1374.3342347922735,1374.3342347922735,1377.3390577919781,1377.3390577919781,1378.3094018753618,1,1,0.8369533745571971,0.1460003750398755,None,1378.3098853752017,1378.309935749974,None,1378.310009167064,1378.3100333344191,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_icerink1.jpg,27,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,27,27,27,1378.3231375841424,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1378.3103171251714,1378.3104238342494,1378.3104341253638,1378.3231375841424,1378.3231375841424,1378.3231375841424,1378.3231375841424,1381.3221860839985,1381.3221860839985,1382.3066980424337,1,1,1.179958791937679,0.12603433383628726,None,1382.3073870004155,1382.3074599592946,None,1382.30758308433,1382.3076240420341,None,1382.3369715004228,1382.3369715004228,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_469_seed_1.png,28,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,28,28,28,1382.3369715004228,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1382.3081092922948,1382.3082261253148,1382.308242584113,1382.3369715004228,1382.3369715004228,1382.3369715004228,1382.3369715004228,1385.3237489173189,1385.3237489173189,1386.3187074591406,1,1,0.8821304170414805,0.10202554101124406,None,1386.3190855421126,1386.3191238343716,None,1386.3191809169948,1386.3192004170269,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,29,29,29,1386.3247964172624,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1386.3194232094102,1386.319515625015,1386.3195240842178,1386.3247964172624,1386.3247964172624,1386.3247964172624,1386.3247964172624,1389.3190457923338,1389.3190457923338,1390.307768125087,None,0,,,None,1390.3082643751986,1390.3083366672508,None,1390.3084623343311,1390.308502000291,None,1390.3324034591205,1390.3324034591205,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_448_seed_1.png,30,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,30,30,30,1390.3324034591205,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1390.3089875844307,1390.3091019173153,1390.309118250385,1390.3324034591205,1390.3324034591205,1390.3324034591205,1390.3324034591205,1393.335836500395,1393.335836500395,1394.321221917402,1,1,1.6829076251015067,0.12992516718804836,None,1394.3221242921427,1394.3222037092783,None,1394.3222893751226,1394.3223184593953,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_44_seed_1.png,31,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,31,31,31,1394.349215542432,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1394.3226655842736,1394.3228283342905,1394.3228404591791,1394.349215542432,1394.349215542432,1394.349215542432,1394.349215542432,1397.3391156671569,1397.3391156671569,1398.337817209307,1,1,0.8810579590499401,0.13286612508818507,None,1398.3385174591094,1398.3386167921126,None,1398.338716875296,1398.3387513752095,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_736_seed_1.png,32,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,32,32,32,1398.363535667304,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1398.3391507919878,1398.339265375398,1398.3392788753845,1398.363535667304,1398.363535667304,1398.363535667304,1398.363535667304,1401.355540000368,1401.355540000368,1402.342442125082,1,1,1.4776115012355149,0.13602220779284835,None,1402.3432082091458,1402.343290750403,None,1402.343412999995,1402.343455250375,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_396_seed_1.png,33,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,33,33,33,1402.3671428752132,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1402.343926584348,1402.3441570419818,1402.3441745000891,1402.3671428752132,1402.3671428752132,1402.3671428752132,1402.3671428752132,1405.3573434590362,1405.3573434590362,1406.3549929172732,1,1,1.0511036249808967,0.12396833300590515,None,1406.3557769590989,1406.3558707921766,None,1406.3560203341767,1406.3560689170845,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_216_seed_1.png,34,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,34,34,34,1406.381906625349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1406.3566263341345,1406.3568002502434,1406.3568210001104,1406.381906625349,1406.381906625349,1406.381906625349,1406.381906625349,1409.3727073753253,1409.3727073753253,1410.3690050421283,1,1,0.7004050416871905,0.1159752500243485,None,1410.3695188341662,1410.3695772499777,None,1410.369673084002,1410.3697055843659,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_150_seed_1.png,35,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,35,35,35,1410.3947822502814,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1410.3700950844213,1410.3701938753948,1410.3702097502537,1410.3947822502814,1410.3947822502814,1410.3947822502814,1410.3947822502814,1413.4024345004,1413.4024345004,1414.3723085843958,1,1,1.2895740009844303,0.1548600411042571,None,1414.3727980842814,1414.3728556251153,None,1414.372939917259,1414.3729688343592,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_75_seed_1.png,36,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,36,36,36,1414.398194459267,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1414.3733041253872,1414.3733903751709,1414.3734016669914,1414.398194459267,1414.398194459267,1414.398194459267,1414.398194459267,1417.3887545419857,1417.3887545419857,1418.3888273341581,1,1,0.8940768763422966,0.14800137467682362,None,1418.3892062921077,1418.3892492093146,None,1418.3893119171262,1418.3893320839852,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_164_seed_1.png,37,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,2,0,2,0,0,38,38,38,1422.4156927093863,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1422.390280334279,1422.3903739172965,1422.3903873753734,1422.4156927093863,1422.4156927093863,1422.4156927093863,1422.4156927093863,1425.4064216674305,1425.4064216674305,1426.405803709291,1,1,0.8866449589841068,0.12792129116132855,None,1426.4063337920234,1426.4063957501203,None,1426.4064899170771,1426.4065222921781,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,39,39,39,1426.4187483750284,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1426.406882584095,1426.406989459414,1426.407003249973,1426.4187483750284,1426.4187483750284,1426.4187483750284,1426.4187483750284,1429.4191597923636,1429.4191597923636,1430.4029113342986,None,0,,,None,1430.4032712504268,1430.403320084326,None,1430.4034050423652,1430.4034330002032,None,1430.4250474590808,1430.4250474590808,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_320_seed_1.png,40,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,40,40,40,1430.4250474590808,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1430.4037937093526,1430.4038740843534,1430.403888542205,1430.4250474590808,1430.4250474590808,1430.4250474590808,1430.4250474590808,1433.4391658343375,1433.4391658343375,1434.4067340004258,1,1,0.7522900011390448,0.1359493751078844,None,1434.40725675039,1434.4073168342002,None,1434.4074161672033,1434.4074482503347,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_453_seed_1.png,41,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,41,41,41,1434.4342297920957,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1434.4078095420264,1434.407907166984,1434.4079233752564,1434.4342297920957,1434.4342297920957,1434.4342297920957,1434.4342297920957,1437.4225250841118,1437.4225250841118,1438.4200603342615,1,1,2.007070208899677,0.12110779108479619,None,1438.420560750179,1438.4206137503497,None,1438.4206892503425,1438.420713833999,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_361_seed_1.png,42,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,42,42,42,1438.4432535422966,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1438.4210105002858,1438.4211229169741,1438.4211331671104,1438.4432535422966,1438.4432535422966,1438.4432535422966,1438.4432535422966,1441.4525360004045,1441.4525360004045,1442.4225209173746,1,1,1.4060897091403604,0.1310197077691555,None,1442.4232144593261,1442.4232959169894,None,1442.4234190001152,1442.4234575000592,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_275_seed_1.png,43,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,43,43,43,1442.4468411253765,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1442.4237987920642,1442.423893125262,1442.4239045423456,1442.4468411253765,1442.4468411253765,1442.4468411253765,1442.4468411253765,1445.4545999593101,1445.4545999593101,1446.4391119172797,2,0,1.753593625035137,0.14690187480300665,None,1446.4403142500669,1446.4404198341072,None,1446.4406031253748,1446.440642000176,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_179_seed_1.png,44,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,44,44,44,1446.466165792197,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1446.4410865004174,1446.4411930004135,1446.4412070000544,1446.466165792197,1446.466165792197,1446.466165792197,1446.466165792197,1449.4693034593947,1449.4693034593947,1450.4526479169726,1,1,1.12318562483415,0.14897279208526015,None,1450.4531872090884,1450.45324691711,None,1450.453341750428,1450.4533742503263,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_251_seed_1.png,45,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,45,45,45,1450.480958209373,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1450.4537708340213,1450.4538692920469,1450.4538857503794,1450.480958209373,1450.480958209373,1450.480958209373,1450.480958209373,1453.486407500226,1453.486407500226,1454.456394042354,1,1,0.9484858340583742,0.14690954191610217,None,1454.4570204173215,1454.4570919172838,None,1454.4572113342583,1454.4572524172254,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/19_0.png,46,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,46,46,46,1454.4752079173923,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1454.457686375361,1454.457809084095,1454.457825917285,1454.4752079173923,1454.4752079173923,1454.4752079173923,1454.4752079173923,1457.471896959003,1457.471896959003,1458.4719600840472,2,0,0.975245916750282,0.141891083214432,None,1458.4723609592766,1458.4724071673118,None,1458.4724779999815,1458.4725020420738,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_603_seed_1.png,47,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,47,47,47,1458.4964725002646,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1458.4727750844322,1458.4728478752077,1458.4728578343056,1458.4964725002646,1458.4964725002646,1458.4964725002646,1458.4964725002646,1461.4902023342438,1461.4902023342438,1462.486031042412,1,1,0.8078771261498332,0.1591360829770565,None,1462.4865483343601,1462.4866084591486,None,1462.4867052920163,1462.4867375842296,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_318_seed_1.png,48,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,48,48,48,1462.5136312921531,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1462.4871085840277,1462.4872235422954,1462.4872459173203,1462.5136312921531,1462.5136312921531,1462.5136312921531,1462.5136312921531,1465.5059473342262,1465.5059473342262,1466.489389625378,1,1,1.5398231246508658,0.13790654204785824,None,1466.4903630842455,1466.4905155422166,None,1466.4906590422615,1466.4907092503272,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,49,49,49,1466.5021315841004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1466.4917164170183,1466.492008042056,1466.4920262503438,1466.5021315841004,1466.5021315841004,1466.5021315841004,1466.5021315841004,1469.503051375039,1469.503051375039,1470.488713042345,None,0,,,None,1470.4890157501213,1470.4890586673282,None,1470.489134625066,1470.4891578750685,None,1470.5019426252693,1470.5019426252693,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_arch1.jpg,50,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,50,50,50,1470.5019426252693,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1470.4894335842691,1470.4895026669838,1470.489512250293,1470.5019426252693,1470.5019426252693,1470.5019426252693,1470.5019426252693,1473.4890992920846,1473.4890992920846,1474.489020250272,1,1,0.8135704169981182,0.14089012471958995,None,1474.4894240000285,1474.4894674173556,None,1474.4895420423709,1474.4895655000582,None,1474.5133526669815,1474.5133526669815,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_522_seed_1.png,51,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,51,51,51,1474.5133526669815,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1474.4898437503725,1474.4899127501994,1474.4899224592373,1474.5133526669815,1474.5133526669815,1474.5133526669815,1474.5133526669815,1477.5187732093036,1477.5187732093036,1478.5029601249844,1,1,1.0591110000386834,0.1339664999395609,None,1478.503475875128,1478.5035342923366,None,1478.5036288341507,1478.503660667222,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_369_seed_1.png,52,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,52,52,52,1478.5320591251366,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1478.5040378752165,1478.5041483342648,1478.5041619590484,1478.5320591251366,1478.5320591251366,1478.5320591251366,1478.5320591251366,1481.5246647922322,1481.5246647922322,1482.505442792084,1,1,1.76346241729334,0.1489435830153525,None,1482.5060665421188,1482.5061392923817,None,1482.506258666981,1482.5062973340973,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_407_seed_1.png,53,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,53,53,53,1482.5328867919743,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1482.5067274593748,1482.5068461671472,1482.5068631670438,1482.5328867919743,1482.5328867919743,1482.5328867919743,1482.5328867919743,1485.5231010844,1485.5231010844,1486.5090437503532,1,1,1.1506986669264734,0.15491729183122516,None,1486.5096665001474,1486.5097397090867,None,1486.5098567921668,1486.5098961251788,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_540_seed_1.png,54,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,54,54,54,1486.5356113342568,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1486.5103214592673,1486.510438625235,1486.510454875417,1486.5356113342568,1486.5356113342568,1486.5356113342568,1486.5356113342568,1489.536068417132,1489.536068417132,1490.5189605420455,1,1,1.0849167918786407,0.16795066697522998,None,1490.51928925002,1490.519323125016,None,1490.5193741251715,1490.5193914594129,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_436_seed_1.png,55,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,55,55,55,1490.5390095422044,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1490.5195925841108,1490.5196682922542,1490.5196757093072,1490.5390095422044,1490.5390095422044,1490.5390095422044,1490.5390095422044,1493.5373754589818,1493.5373754589818,1494.5199509169906,1,1,1.0484637077897787,0.1791221252642572,None,1494.5203687921166,1494.5204181671143,None,1494.520476625301,1494.5204967092723,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_156_2.png,56,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,56,56,56,1494.538376542274,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1494.5207293340936,1494.5208226251416,1494.5208308342844,1494.538376542274,1494.538376542274,1494.538376542274,1494.538376542274,1497.5361182922497,1497.5361182922497,1498.5232525002211,1,1,1.3490929589606822,0.16402016580104828,None,1498.5238867923617,1498.5239625000395,None,1498.5240826252848,1498.5241259592585,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_corridor1.jpg,57,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,57,57,57,1498.5396514171734,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1498.5246196254157,1498.5247515002266,1498.5247685001232,1498.5396514171734,1498.5396514171734,1498.5396514171734,1498.5396514171734,1501.5362574593164,1501.5362574593164,1502.523675000295,1,1,1.6898579588159919,0.1521258749999106,None,1502.5241355421022,1502.5241844593547,None,1502.5242660003714,1502.5242930422537,None,1502.546103792265,1502.546103792265,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_41_seed_1.png,58,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,58,58,58,1502.546103792265,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1502.5245949174277,1502.5246767089702,1502.5246884590015,1502.546103792265,1502.546103792265,1502.546103792265,1502.546103792265,1505.5402195421048,1505.5402195421048,1506.5397467501462,1,1,1.0553900841623545,0.13310712482780218,None,1506.5408060844056,1506.5409287093207,None,1506.5410901671275,1506.5412230002694,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,2,0,2,0,0,63,63,63,1522.5836197920144,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1522.5577215421945,1522.5578655423597,1522.5578890424222,1522.5836197920144,1522.5836197920144,1522.5836197920144,1522.5836197920144,1525.58946183417,1525.58946183417,1526.5724579594098,1,1,2.5029814168810844,0.13308883411809802,None,1526.5733695840463,1526.5735193751752,None,1526.5736528341658,1526.573709584307,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_651_seed_1.png,64,0,1,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,64,64,64,1526.5994761670008,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1526.5744375423528,1526.5745651251636,1526.5745812500827,1526.5994761670008,1526.5994761670008,1526.5994761670008,1526.5994761670008,1529.6029792921618,1529.6029792921618,1530.5865829172544,1,0,1.911120249889791,0.14403458312153816,None,1530.5870137093589,1530.5870582922362,None,1530.5871222093701,1530.5871435003355,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_49_seed_1.png,65,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,2,0,2,0,0,66,66,66,1534.6085005840287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1534.591916959267,1534.5920287920162,1534.5920447502285,1534.6085005840287,1534.6085005840287,1534.6085005840287,1534.6085005840287,1537.60623675026,1537.60623675026,1538.603968417272,2,0,2.2042485419660807,0.12898845877498388,None,1538.6048462502658,1538.6049342090264,None,1538.6050631674007,1538.6051106252708,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_535_seed_1.png,67,0,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,67,67,67,1538.6274936674163,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1538.6056068753824,1538.6058064172976,1538.605824209284,1538.6274936674163,1538.6274936674163,1538.6274936674163,1538.6274936674163,1541.6390442503616,1541.6390442503616,1542.6061797090806,1,1,1.3431487502530217,0.16701904218643904,None,1542.6076082503423,1542.6077583753504,None,1542.607896459289,1542.6079469593242,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,2,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,68,68,68,1542.6189525839873,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1542.6086896252818,1542.6089953752235,1542.6090133753605,1542.6189525839873,1542.6189525839873,1542.6189525839873,1542.6189525839873,1545.607134542428,1545.607134542428,1546.6032420420088,None,0,,,None,1546.6036770422943,1546.6037597502582,None,1546.6039041252807,1546.6039421670139,None,1546.612835667096,1546.612835667096,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,2,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,2,0,2,0,0,69,69,69,1546.612835667096,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1546.6043929592706,1546.6045077093877,1546.604523750022,1546.612835667096,1546.612835667096,1546.612835667096,1546.612835667096,1549.6196555839851,1549.6196555839851,1550.6054751253687,None,0,,,None,1550.6062276251614,1562.0927341673523,1,1562.0934472922236,1585.973858917132,equal,,,,,1550.6225769594312,1550.6225769594312,11.466387625783682,None,1562.1027400842868,1562.1027400842868,23.86912304162979,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,2,0,2,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/3_56.png,0,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,0,0,0,1586.0044638752006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1585.9911288344301,1585.9912239173427,1585.9912360003218,1586.0044638752006,1586.0044638752006,1586.0044638752006,1586.0044638752006,1589.0031035840511,1589.0031035840511,1589.9903732920066,1,1,1.159439249895513,0.14089466677978635,None,1589.9914228343405,1589.9915044591762,None,1589.9917613342404,1589.9918079590425,None,1590.018082542345,1590.018082542345,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_608_seed_1.png,1,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,1,1,1,1590.018082542345,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1589.9924401249737,1589.9935936252587,1589.993616042193,1590.018082542345,1590.018082542345,1590.018082542345,1590.018082542345,1593.0064644170925,1593.0064644170925,1594.0034428751096,1,1,1.247888249810785,0.1768517093732953,None,1594.0040425420739,1594.0041063753888,None,1594.004205209203,1594.0042374590412,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_529_seed_1.png,2,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,2,2,2,1594.0274351253174,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1594.0046137091704,1594.0058373752981,1594.0058607920073,1594.0274351253174,1594.0274351253174,1594.0274351253174,1594.0274351253174,1597.0367355421185,1597.0367355421185,1598.007820875384,1,1,1.1803993750363588,0.1470363331027329,None,1598.008278875146,1598.008329667151,None,1598.008411792107,1598.0084401671775,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_174_seed_1.png,3,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,3,3,3,1598.0290440423414,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1598.0087488749996,1598.008834542241,1598.008845792152,1598.0290440423414,1598.0290440423414,1598.0290440423414,1598.0290440423414,1601.0228496673517,1601.0228496673517,1602.021284709219,1,1,0.8298387508839369,0.17411483312025666,None,1602.0218117921613,1602.0218615420163,None,1602.0219309171662,1602.0219536251388,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_332_seed_1.png,4,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,4,4,4,1602.0409110421315,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1602.0222267922945,1602.0223418753594,1602.0223512500525,1602.0409110421315,1602.0409110421315,1602.0409110421315,1602.0409110421315,1605.0385030424222,1605.0385030424222,1606.0232272092253,1,1,0.8629987090826035,0.14802408264949918,None,1606.0237804590724,1606.0238386252895,None,1606.023936709389,1606.023968375288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_577_seed_1.png,5,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,5,5,5,1606.048015458975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1606.0243201251142,1606.0244167922065,1606.024429875426,1606.048015458975,1606.048015458975,1606.048015458975,1606.048015458975,1609.0397748341784,1609.0397748341784,1610.0364653752185,1,1,1.703011916950345,0.20000629173591733,None,1610.0369809591211,1610.0370395840146,None,1610.037147084251,1610.0371799590066,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_502_seed_1.png,6,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,6,6,6,1610.057960125152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1610.037547999993,1610.0376445003785,1610.0376577093266,1610.057960125152,1610.057960125152,1610.057960125152,1610.057960125152,1613.0591086251661,1613.0591086251661,1614.03975787526,1,1,0.8990319170989096,0.1989157497882843,None,1614.0401636250317,1614.040209459141,None,1614.0402796673588,1614.0403048340231,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_692_seed_1.png,7,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,7,7,7,1614.063443500083,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1614.0405851253308,1614.040665959008,1614.0406758752652,1614.063443500083,1614.063443500083,1614.063443500083,1614.063443500083,1617.056880292017,1617.056880292017,1618.0421591671184,1,1,1.0835227090865374,0.13804550003260374,None,1618.042790917214,1618.042860750109,None,1618.042974917218,1618.0430148341693,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_732_seed_1.png,8,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,8,8,8,1618.0685487091541,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1618.0434395000339,1618.0435666670091,1618.0435857921839,1618.0685487091541,1618.0685487091541,1618.0685487091541,1618.0685487091541,1621.0563790840097,1621.0563790840097,1622.0561878751032,1,1,1.0853848331607878,0.1590894996188581,None,1622.056716750376,1622.0567722092383,None,1622.0568562094122,1622.0568835423328,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,9,9,9,1622.0702410424128,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1622.0571991670877,1622.0573157500476,1622.0573275843635,1622.0702410424128,1622.0702410424128,1622.0702410424128,1622.0702410424128,1625.0699797500856,1625.0699797500856,1626.0534402923658,None,0,,,None,1626.0538594173267,1626.0539172920398,None,1626.054018250201,1626.0540523342788,None,1626.0790414172225,1626.0790414172225,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_109_seed_1.png,10,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,10,10,10,1626.0790414172225,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1626.054448417388,1626.0545565001667,1626.0545705421828,1626.0790414172225,1626.0790414172225,1626.0790414172225,1626.0790414172225,1629.0868075001054,1629.0868075001054,1630.0557397920638,1,1,1.0379637917503715,0.14193795807659626,None,1630.0561756254174,1630.0562252500094,None,1630.056308500003,1630.0563352503814,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_673_seed_1.png,11,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,11,11,11,1630.076577667147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1630.0566347502172,1630.056723125279,1630.0567344170995,1630.076577667147,1630.076577667147,1630.076577667147,1630.076577667147,1633.0754789169878,1633.0754789169878,1634.0699868341908,1,1,1.429362874943763,0.12598412483930588,None,1634.0705002499744,1634.0705589591525,None,1634.0706574171782,1634.0706892502494,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_423_seed_1.png,12,0,1,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,12,12,12,1634.097657875158,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1634.0710560423322,1634.0711698750965,1634.071183375083,1634.097657875158,1634.097657875158,1634.097657875158,1634.097657875158,1637.0905542923138,1637.0905542923138,1638.0720277503133,1,0,1.8223927500657737,0.1389308338984847,None,1638.0726027921773,1638.0726700420491,None,1638.0727676250972,1638.072799292393,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_276_seed_1.png,13,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,13,13,13,1638.096635625232,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1638.073169209063,1638.073302875273,1638.0733167501166,1638.096635625232,1638.096635625232,1638.096635625232,1638.096635625232,1641.1038275002502,1641.1038275002502,1642.086213959381,1,1,0.8044260833412409,0.15489770891144872,None,1642.086860250216,1642.0869302502833,None,1642.0870638750494,1642.087104125414,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_294_seed_1.png,14,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,14,14,14,1642.1070815841667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1642.0875490843318,1642.0876675844193,1642.0876864590682,1642.1070815841667,1642.1070815841667,1642.1070815841667,1642.1070815841667,1645.1053386670537,1645.1053386670537,1646.0890504173003,1,1,1.5169336670078337,0.15303504234179854,None,1646.0895108752884,1646.089563000016,None,1646.0896487920545,1646.0896768751554,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_241_seed_1.png,15,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,15,15,15,1646.111547708977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1646.0899855000898,1646.0900845001452,1646.0900964592583,1646.111547708977,1646.111547708977,1646.111547708977,1646.111547708977,1649.1094426671043,1649.1094426671043,1650.0928034591489,1,1,0.9465212090872228,0.16495558293536305,None,1650.0932758753188,1650.0933266673237,None,1650.0934014171362,1650.0934260422364,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_88_seed_1.png,16,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,16,16,16,1650.1098370840773,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1650.0937093752436,1650.0938219591044,1650.0938320839778,1650.1098370840773,1650.1098370840773,1650.1098370840773,1650.1098370840773,1653.1070413342677,1653.1070413342677,1654.1052278340794,1,1,0.7823011251166463,0.16388858389109373,None,1654.105865042191,1654.1059344592504,None,1654.10599500034,1654.1060160002671,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_556_2.png,17,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,17,17,17,1654.1252865423448,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1654.1062582922168,1654.1063660420477,1654.1063741673715,1654.1252865423448,1654.1252865423448,1654.1252865423448,1654.1252865423448,1657.1276255422272,1657.1276255422272,1658.120273375418,1,1,1.1617456250824034,0.13203212479129434,None,1658.1209435421042,1658.1210197503679,None,1658.1211385843344,1658.1211782922037,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_313_seed_1.png,18,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,18,18,18,1658.1448177089915,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1658.1216522501782,1658.1217770422809,1658.1217960421927,1658.1448177089915,1658.1448177089915,1658.1448177089915,1658.1448177089915,1661.1554476250894,1661.1554476250894,1662.1229506251402,1,1,1.004285667091608,0.16804100014269352,None,1662.1234690840356,1662.1235299590044,None,1662.1236250000075,1662.123657417018,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,19,19,19,1662.135914250277,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1662.1240410422906,1662.1241413340904,1662.1241547502577,1662.135914250277,1662.135914250277,1662.135914250277,1662.135914250277,1665.1237304592505,1665.1237304592505,1666.1201122500934,None,0,,,None,1666.1203737091273,1666.1204072921537,None,1666.1204658751376,1666.120485959109,None,1666.1501718750224,1666.1501718750224,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_641_seed_1.png,20,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,20,20,20,1666.1501718750224,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1666.1207105424255,1666.1207654173486,1666.1207731249742,1666.1501718750224,1666.1501718750224,1666.1501718750224,1666.1501718750224,1669.153414042201,1669.153414042201,1670.1234332500026,1,1,0.9768969998694956,0.16802554205060005,None,1670.1245188750327,1670.1246467921883,None,1670.1248081671074,1670.1248701671138,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_349_seed_1.png,21,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,21,21,21,1670.1469442499802,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1670.1256774170324,1670.1257793749683,1670.12579537509,1670.1469442499802,1670.1469442499802,1670.1469442499802,1670.1469442499802,1673.1534723751247,1673.1534723751247,1674.136335584335,1,1,1.1042276667430997,0.15591166634112597,None,1674.1368162920699,1674.136871792376,None,1674.13696308434,1674.1369902919978,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_154_seed_1.png,22,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,22,22,22,1674.1579530839808,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1674.1372953751124,1674.1374011673033,1674.1374128339812,1674.1579530839808,1674.1579530839808,1674.1579530839808,1674.1579530839808,1677.156882500276,1677.156882500276,1678.1394553342834,1,1,1.4772844589315355,0.16498712496832013,None,1678.1405776250176,1678.1407126672566,None,1678.1408552504145,1678.1410064590164,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_90_seed_1.png,23,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,23,23,23,1678.1661015423015,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1678.141555625014,1678.1416508341208,1678.1416629590094,1678.1661015423015,1678.1661015423015,1678.1661015423015,1678.1661015423015,1681.1697261673398,1681.1697261673398,1682.154105000198,1,1,1.676092084031552,0.3609565831720829,None,1682.1545565840788,1682.1546017504297,None,1682.1546670002863,1682.1546897501685,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_198_seed_1.png,24,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,24,24,24,1682.1719627920538,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1682.1549413343892,1682.155039250385,1682.1550482502207,1682.1719627920538,1682.1719627920538,1682.1719627920538,1682.1719627920538,1685.171458792407,1685.171458792407,1686.1559400004335,1,1,1.17626987490803,0.107915417291224,None,1686.156608125195,1686.1566815003753,None,1686.1567966253497,1686.1568352920003,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_208_seed_1.png,25,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,25,25,25,1686.175951084122,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1686.1572736673988,1686.1574275842868,1686.1574394591153,1686.175951084122,1686.175951084122,1686.175951084122,1686.175951084122,1689.1699779592454,1689.1699779592454,1690.1594337923452,1,1,0.8083345424383879,0.11597941583022475,None,1690.1600642921403,1690.1601353343576,None,1690.160259750206,1690.1603002501652,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_215_seed_1.png,26,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,26,26,26,1690.1856967504136,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1690.1607369594276,1690.1608754172921,1690.1608913750388,1690.1856967504136,1690.1856967504136,1690.1856967504136,1690.1856967504136,1693.1733353752643,1693.1733353752643,1694.170138709247,1,1,1.2585451668128371,0.20303762517869473,None,1694.1705553340726,1694.1705981250852,None,1694.1706563341431,1694.1706765843555,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_74_seed_1.png,27,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,27,27,27,1694.18865200039,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1694.1709284172393,1694.1710337921977,1694.1710421252064,1694.18865200039,1694.18865200039,1694.18865200039,1694.18865200039,1697.1868779594079,1697.1868779594079,1698.1739614172839,1,1,1.625551833305508,0.1559237497858703,None,1698.1744785001501,1698.1745390840806,None,1698.174634625204,1698.1746668340638,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_117_seed_1.png,28,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,28,28,28,1698.199129209388,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1698.1750242500566,1698.1751227090135,1698.175136249978,1698.199129209388,1698.199129209388,1698.199129209388,1698.199129209388,1701.1904354593717,1701.1904354593717,1702.1895253341645,1,1,1.2080787499435246,0.14601704198867083,None,1702.1901515424252,1702.190223291982,None,1702.1903376672417,1702.190376542043,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_620_seed_1.png,29,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,29,29,29,1702.2154960422777,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1702.1908216672018,1702.1909410841763,1702.1909575001337,1702.2154960422777,1702.2154960422777,1702.2154960422777,1702.2154960422777,1705.2075495421886,1705.2075495421886,1706.2035080003552,1,1,1.2047985419631004,0.10093408403918147,None,1706.2041315003298,1706.2042035004124,None,1706.2043337090872,1706.2043737922795,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_511_seed_1.png,30,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,30,30,30,1706.2274414170533,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1706.2048101252876,1706.2049286672845,1706.2049449170008,1706.2274414170533,1706.2274414170533,1706.2274414170533,1706.2274414170533,1709.237250708975,1709.237250708975,1710.2073462922126,1,1,1.7818126250058413,0.15405174996703863,None,1710.2079658340663,1710.208040417172,None,1710.2081577922218,1710.208197709173,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,31,1,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,31,31,31,1710.2194756669924,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1710.208634042181,1710.2087590000592,1710.208775459323,1710.2194756669924,1710.2194756669924,1710.2194756669924,1710.2194756669924,1713.207884167321,1713.207884167321,1714.2036675424315,None,0,,,None,1714.2040866250172,1714.2041452503763,None,1714.204246375244,1714.2042807922699,None,1714.2165279593319,1714.2165279593319,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_yoga_studio2.jpg,32,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,32,32,32,1714.2165279593319,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1714.2046602093615,1714.204752750229,1714.2047658753581,1714.2165279593319,1714.2165279593319,1714.2165279593319,1714.2165279593319,1717.2206000844017,1717.2206000844017,1718.2037091674283,1,1,1.4427438341081142,0.15808616718277335,None,1718.2042302922346,1718.204300167039,None,1718.2044033752754,1718.2044425001368,None,1718.2349375840276,1718.2349375840276,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_583_seed_1.png,33,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,33,33,33,1718.2349375840276,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1718.2048801672645,1718.204996459186,1718.2050156672485,1718.2349375840276,1718.2349375840276,1718.2349375840276,1718.2349375840276,1721.2397845843807,1721.2397845843807,1722.2060720422305,1,1,1.180403667036444,0.15499841701239347,None,1722.2066892501898,1722.2067614593543,None,1722.2068812921643,1722.2069202093408,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_459_seed_1.png,34,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,34,34,34,1722.2339808749966,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1722.2073663342744,1722.2074852092192,1722.207501459401,1722.2339808749966,1722.2339808749966,1722.2339808749966,1722.2339808749966,1725.2370869172737,1725.2370869172737,1726.2203761669807,1,1,1.504350374918431,0.1289459578692913,None,1726.2208960424177,1726.220955667086,None,1726.2210502093658,1726.2210832093842,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_721_seed_1.png,35,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,35,35,35,1726.2495251251385,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1726.2214386672713,1726.2215575003065,1726.2215708340518,1726.2495251251385,1726.2495251251385,1726.2495251251385,1726.2495251251385,1729.2406692090444,1729.2406692090444,1730.222094542347,2,0,1.0487301666289568,0.1351251252926886,None,1730.2226143754087,1730.2226745001972,None,1730.2227688753046,1730.2228010003455,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_11_seed_1.png,36,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,36,36,36,1730.2497200840153,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1730.223155209329,1730.2232521250844,1730.223265542183,1730.2497200840153,1730.2497200840153,1730.2497200840153,1730.2497200840153,1733.2399444594048,1733.2399444594048,1734.238680541981,1,1,0.8695675833150744,0.12603229191154242,None,1734.2397918342613,1734.2398649170063,None,1734.2399447499774,1734.2399716670625,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_39_seed_1.png,37,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,37,37,37,1734.2626846670173,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1734.2403231253847,1734.2404690841213,1734.2404793752357,1734.2626846670173,1734.2626846670173,1734.2626846670173,1734.2626846670173,1737.2572776670568,1737.2572776670568,1738.2407560423017,1,1,1.3796150009147823,0.12903662491589785,None,1738.2413967503235,1738.2414868343621,None,1738.2416380420327,1738.2416859171353,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_639_seed_1.png,38,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,38,38,38,1738.2683439170942,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1738.2422273750417,1738.242396417074,1738.242416833993,1738.2683439170942,1738.2683439170942,1738.2683439170942,1738.2683439170942,1741.2566895419732,1741.2566895419732,1742.256316125393,2,0,1.159972125198692,0.2040543328039348,None,1742.256771209184,1742.2568175843917,None,1742.2568812090904,1742.2569037503563,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_333_seed_1.png,39,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,39,39,39,1742.2792016253807,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1742.2571591669694,1742.257257624995,1742.2572667091154,1742.2792016253807,1742.2792016253807,1742.2792016253807,1742.2792016253807,1745.2737178751267,1745.2737178751267,1746.2734117093496,1,1,2.163129416760057,0.15108204213902354,None,1746.2738719172776,1746.2739287093282,None,1746.2740109590814,1746.2740398752503,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_417_seed_1.png,40,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,40,40,40,1746.301451084204,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1746.274368334096,1746.2744576251134,1746.2744688750245,1746.301451084204,1746.301451084204,1746.301451084204,1746.301451084204,1749.2901382921264,1749.2901382921264,1750.2870900840499,1,1,1.9970092079602182,0.158889917191118,None,1750.2876072502695,1750.2876657922752,None,1750.2877606670372,1750.2877942090854,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_306_seed_1.png,41,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,41,41,41,1750.314166333992,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1750.2881551249884,1750.2882514172234,1750.2882644999772,1750.314166333992,1750.314166333992,1750.314166333992,1750.314166333992,1753.3080906253308,1753.3080906253308,1754.2896418343298,1,1,1.6792022082954645,0.19701816700398922,None,1754.2900804593228,1754.2901267502457,None,1754.2901900843717,1754.2902118749917,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_573_seed_1.png,42,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,42,42,42,1754.3093095002696,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1754.2904647924006,1754.2905637091026,1754.2905726670288,1754.3093095002696,1754.3093095002696,1754.3093095002696,1754.3093095002696,1757.3202778752893,1757.3202778752893,1758.3038905002177,None,0,,,['1'],1758.3054527500644,1758.3055415423587,None,1758.3056754171848,1758.305716500152,None,,,[3.3081651250831783],[0.15496800001710653],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_48_2.png,43,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,43,43,43,1758.3346857093275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1758.3062154171057,1758.3063600840978,1758.306376625318,1758.3346857093275,1758.3346857093275,1758.3346857093275,1758.3346857093275,1761.3233350422233,1761.3233350422233,1762.3078012503684,2,0,2.5508698760531843,0.17997129075229168,None,1762.3084220001474,1762.3084944169968,None,1762.3086134172045,1762.3086525420658,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_484_seed_1.png,44,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,44,44,44,1762.3336312919855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1762.3090972499922,1762.3092200420797,1762.3092365842313,1762.3336312919855,1762.3336312919855,1762.3336312919855,1762.3336312919855,1765.3417202923447,1765.3417202923447,1766.3232928751968,1,1,0.7168662510812283,0.1479403330013156,None,1766.324387084227,1766.3245435841382,None,1766.3247745842673,1766.324869334232,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,45,1,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,45,45,45,1766.3362967502326,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1766.3254127502441,1766.3255125842988,1766.3255242090672,1766.3362967502326,1766.3362967502326,1766.3362967502326,1766.3362967502326,1769.3234379594214,1769.3234379594214,1770.3205871251412,None,0,,,None,1770.320956459269,1770.321011334192,None,1770.3211127920076,1770.321143834386,None,1770.3481527501717,1770.3481527501717,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_398_seed_1.png,46,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,46,46,46,1770.3481527501717,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1770.3215220840648,1770.3216149592772,1770.3216283340007,1770.3481527501717,1770.3481527501717,1770.3481527501717,1770.3481527501717,1773.3536672093906,1773.3536672093906,1774.3236315003596,1,1,0.9524083756841719,0.14295654138550162,None,1774.324220625218,1774.3242929172702,None,1774.324413875118,1774.3244526670314,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_269_seed_1.png,47,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,47,47,47,1774.3510442092083,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1774.324891959317,1774.3250101669692,1774.3250266253017,1774.3510442092083,1774.3510442092083,1774.3510442092083,1774.3510442092083,1777.3420919170603,1777.3420919170603,1778.3403117093258,1,1,1.1863994589075446,0.1480515832081437,None,1778.3413528343663,1778.3414785424247,None,1778.3416906669736,1778.341762542259,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_694_2.png,48,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,48,48,48,1778.3662419593893,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1778.3429854591377,1778.3432905422524,1778.343309875112,1778.3662419593893,1778.3662419593893,1778.3662419593893,1778.3662419593893,1781.357452750206,1781.357452750206,1782.3541916674003,1,1,0.9102540002204478,0.16104487469419837,None,1782.3553514173254,1782.3555235420354,None,1782.3557236674242,1782.355819334276,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_127_seed_1.png,49,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,49,49,49,1782.3831018339843,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1782.356468833983,1782.3566068750806,1782.3566236672923,1782.3831018339843,1782.3831018339843,1782.3831018339843,1782.3831018339843,1785.3767452919856,1785.3767452919856,1786.3705370421521,2,0,1.5504964590072632,0.16991695761680603,None,1786.371054209303,1786.3711123750545,None,1786.3711942089722,1786.3712218753062,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_409_seed_1.png,50,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,50,50,50,1786.3950652922504,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1786.371540417429,1786.3716667923145,1786.3716781670228,1786.3950652922504,1786.3950652922504,1786.3950652922504,1786.3950652922504,1789.3870518752374,1789.3870518752374,1790.3727312502451,1,1,1.44444162491709,0.1459543751552701,None,1790.3733694590628,1790.3734426670708,None,1790.3735599592328,1790.373601166997,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_17_seed_1.png,51,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,51,51,51,1790.3993652923964,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1790.3740427503362,1790.3741642092355,1790.374180959072,1790.3993652923964,1790.3993652923964,1790.3993652923964,1790.3993652923964,1793.4040770842694,1793.4040770842694,1794.3872427092865,1,1,1.1611457075923681,0.12801850028336048,None,1794.3878763341345,1794.38795170933,None,1794.3880680841394,1794.388107292354,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_438_seed_1.png,52,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,52,52,52,1794.4108007503673,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1794.388570042327,1794.388689625077,1794.388705875259,1794.4108007503673,1794.4108007503673,1794.4108007503673,1794.4108007503673,1797.4061437090859,1797.4061437090859,1798.3911620001309,2,0,1.2457032091915607,0.14798716688528657,None,1798.3916302924044,1798.3916832921095,None,1798.3917549173348,1798.391778750345,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_225_seed_1.png,53,0,1,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,53,53,53,1798.4143672920763,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1798.3920565000735,1798.3921617092565,1798.3921717922203,1798.4143672920763,1798.4143672920763,1798.4143672920763,1798.4143672920763,1801.4207849171944,1801.4207849171944,1802.4039165000431,2,1,2.072168834041804,0.17497375002130866,None,1802.4043650422245,1802.4044180423953,None,1802.4045005422086,1802.4045282090083,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_163_seed_1.png,54,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,54,54,54,1802.4312552921474,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1802.4048489173874,1802.4049354172312,1802.40494675003,1802.4312552921474,1802.4312552921474,1802.4312552921474,1802.4312552921474,1805.4373800843023,1805.4373800843023,1806.4074485423043,1,1,1.3472814997658134,0.13306150026619434,None,1806.4080732502043,1806.4081446253695,None,1806.4082614174113,1806.4083012919873,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_442_seed_1.png,55,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,55,55,55,1806.4332157503814,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1806.4087466672063,1806.4088677922264,1806.408883959055,1806.4332157503814,1806.4332157503814,1806.4332157503814,1806.4332157503814,1809.4241528753191,1809.4241528753191,1810.4225364173763,1,1,1.6955342921428382,0.1608892916701734,None,1810.423009334132,1810.4230584590696,None,1810.4231234174222,1810.4231456252746,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,3,0,3,0,0,61,61,61,1830.4630315001123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1830.4406675421633,1830.440738750156,1830.4407488340512,1830.4630315001123,1830.4630315001123,1830.4630315001123,1830.4630315001123,1833.4706394174136,1833.4706394174136,1834.4440815839916,1,1,1.8176147500053048,0.14401720790192485,None,1834.444796374999,1834.444869125262,None,1834.444988584146,1834.445027250331,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_233_seed_1.png,62,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,3,0,3,0,0,63,63,63,1838.4697574591264,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1838.4569754591212,1838.4570590420626,1838.4570668754168,1838.4697574591264,1838.4697574591264,1838.4697574591264,1838.4697574591264,1841.4575449172407,1841.4575449172407,1842.4551517092623,1,1,0.9189657918177545,0.11495695915073156,None,1842.4566388754174,1842.456778250169,None,1842.4569432502612,1842.457045167219,None,1842.4798826253973,1842.4798826253973,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_94_seed_1.png,64,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,64,64,64,1842.4798826253973,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1842.4577686670236,1842.458199125249,1842.458243000321,1842.4798826253973,1842.4798826253973,1842.4798826253973,1842.4798826253973,1845.4736900422722,1845.4736900422722,1846.4723315844312,1,1,0.8548454996198416,0.1559151252731681,None,1846.4732851251028,1846.4733542092144,None,1846.473426209297,1846.4734497093596,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_426_seed_1.png,65,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,65,65,65,1846.492078084033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1846.473720042035,1846.4738302500919,1846.4738402091898,1846.492078084033,1846.492078084033,1846.492078084033,1846.492078084033,1849.4950451250188,1849.4950451250188,1850.487364209257,1,1,1.1236448748968542,0.1570057081989944,None,1850.4878823342733,1850.4879415840842,None,1850.4880370004103,1850.4880696670152,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_650_seed_1.png,66,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,66,66,66,1850.5152340843342,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1850.4884600001387,1850.488568042405,1850.488581375219,1850.5152340843342,1850.5152340843342,1850.5152340843342,1850.5152340843342,1853.506975834258,1853.506975834258,1854.4907865421847,1,1,1.631573875900358,0.11903408309444785,None,1854.4912343341857,1854.491283542011,None,1854.4913575840183,1854.4913824591786,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/18_22.png,67,0,0,0,3,1,1,"[9, 19, 31, 45, 56, 68, 69, 70, 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71]",,,,,3,0,3,0,0,68,68,68,1858.5040836674161,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1858.491954667028,1858.4920247923583,1858.492034625262,1858.5040836674161,1858.5040836674161,1858.5040836674161,1858.5040836674161,1861.504130375106,1861.504130375106,1862.4876310420223,None,0,,,None,1862.488128375262,1862.4881999590434,None,1862.4883232093416,1862.4883617502637,None,1862.4971829173155,1862.4971829173155,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,3,1,0,"[9, 19, 31, 45, 56, 68, 69, 70, 71]",,,,,3,0,3,0,0,69,69,69,1862.4971829173155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1862.4888660423458,1862.4889800422825,1862.4890002091415,1862.4971829173155,1862.4971829173155,1862.4971829173155,1862.4971829173155,1865.489913042169,1865.489913042169,1866.487830334343,None,0,,,None,1866.4882812923752,1888.5557778342627,1,1888.5567334592342,1914.8380997502245,equal,1866.505461125169,1866.505461125169,,,1866.505461125169,1866.505461125169,22.048488000873476,None,1888.5665737502277,1888.5665737502277,26.26044295867905,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,3,0,3,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_187_seed_1.png,0,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,0,0,0,1914.8771820003167,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1914.8535353750922,1914.854226292111,1914.854274917394,1914.8771820003167,1914.8771820003167,1914.8771820003167,1914.8771820003167,1917.8904047920369,1917.8904047920369,1918.8547278749757,1,1,0.7318043760024011,0.17302474984899163,None,1918.8554685842246,1918.8555212090723,None,1918.8556615840644,1918.8556857500225,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_370_seed_1.png,1,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,1,1,1,1918.8780714590102,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1918.8560112924315,1918.85699495906,1918.8570110420696,1918.8780714590102,1918.8780714590102,1918.8780714590102,1918.8780714590102,1921.8708106670529,1921.8708106670529,1922.8592668343335,1,1,0.8988697500899434,0.1470621251501143,None,1922.8596836673096,1922.8597280844115,None,1922.859792417381,1922.8598145842552,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_700_seed_1.png,2,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,2,2,2,1922.8765861671418,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1922.8600645423867,1922.860156542156,1922.860165959224,1922.8765861671418,1922.8765861671418,1922.8765861671418,1922.8765861671418,1925.8740738341585,1925.8740738341585,1926.8711874592118,1,1,0.8034377922303975,0.15094070881605148,None,1926.8717294172384,1926.8717902922072,None,1926.8718874594197,1926.8719215421006,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_515_seed_1.png,3,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,3,3,3,1926.894043084234,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1926.8722830000333,1926.8723883749917,1926.872402459383,1926.894043084234,1926.894043084234,1926.894043084234,1926.894043084234,1929.892964000348,1929.892964000348,1930.8745136251673,1,1,0.7250349591486156,0.15995716582983732,None,1930.875140500255,1930.875216500368,None,1930.875341875013,1930.8753821672872,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_665_seed_1.png,4,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,4,4,4,1930.899037708994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1930.8758449591696,1930.8759661670774,1930.8759824591689,1930.899037708994,1930.899037708994,1930.899037708994,1930.899037708994,1933.8920570840128,1933.8920570840128,1934.8876726250164,1,1,0.7360846670344472,0.17086804192513227,None,1934.888246125076,1934.8883093344048,None,1934.8884061672725,1934.8884390001185,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_716_seed_1.png,5,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,5,5,5,1934.9116570842452,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1934.888815750368,1934.888912584167,1934.8889257921837,1934.9116570842452,1934.9116570842452,1934.9116570842452,1934.9116570842452,1937.9211927503347,1937.9211927503347,1938.8907504170202,1,1,1.1024494590237737,0.1438779579475522,None,1938.891269417014,1938.8913289592601,None,1938.8914248342626,1938.8914590422064,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_313_seed_1.png,6,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,6,6,6,1938.9126419592649,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1938.8918314171024,1938.8919302090071,1938.8919437923469,1938.9126419592649,1938.9126419592649,1938.9126419592649,1938.9126419592649,1941.9115164172836,1941.9115164172836,1942.9042897922918,1,0,1.697474126238376,0.15798695804551244,None,1942.9048051671125,1942.9048644592986,None,1942.904961750377,1942.9049941250123,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_78_seed_1.png,7,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,7,7,7,1942.9267085003667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1942.9053813749924,1942.9054774171673,1942.9054934591986,1942.9267085003667,1942.9267085003667,1942.9267085003667,1942.9267085003667,1945.9259837921709,1945.9259837921709,1946.9073967090808,1,1,0.7244207090698183,0.1810362497344613,None,1946.908016209025,1946.9080893341452,None,1946.9082073750906,1946.908246292267,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_578_seed_1.png,8,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,8,8,8,1946.934318375308,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1946.9086742503569,1946.9087924170308,1946.908808375243,1946.934318375308,1946.934318375308,1946.934318375308,1946.934318375308,1949.9376652091742,1949.9376652091742,1950.922761416994,1,1,1.3518639588728547,0.19498433312401175,None,1950.923229292035,1950.9232789170928,None,1950.9233522922732,1950.9233765001409,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,9,9,9,1950.9319889172912,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1950.9236561250873,1950.9237567093223,1950.9237669170834,1950.9319889172912,1950.9319889172912,1950.9319889172912,1950.9319889172912,1953.9376950841397,1953.9376950841397,1954.9210336674005,None,0,,,None,1954.921381959226,1954.9214286250062,None,1954.9215053752996,1954.9215289591812,None,1954.9452140843496,1954.9452140843496,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_369_seed_1.png,10,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,10,10,10,1954.9452140843496,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1954.9218081673607,1954.9218792500906,1954.9218893339857,1954.9452140843496,1954.9452140843496,1954.9452140843496,1954.9452140843496,1957.9440049594268,1957.9440049594268,1958.9242797922343,2,1,1.5468522501178086,0.15405349992215633,None,1958.9246892919764,1958.9247340001166,None,1958.9247985002585,1958.9248206252232,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_645_seed_1.png,11,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,11,11,11,1958.9421924171038,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1958.925072667189,1958.9251567092724,1958.9251656671986,1958.9421924171038,1958.9421924171038,1958.9421924171038,1958.9421924171038,1961.938646542374,1961.938646542374,1962.9252001252025,1,1,1.8149082916788757,0.12514750007539988,None,1962.9256507093087,1962.925701209344,None,1962.9257819592021,1962.9258092502132,None,1962.9511573342606,1962.9511573342606,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_540_seed_1.png,12,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,12,12,12,1962.9511573342606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1962.9261130844243,1962.9261924591847,1962.9262041673064,1962.9511573342606,1962.9511573342606,1962.9511573342606,1962.9511573342606,1965.9421828752384,1965.9421828752384,1966.9377630003728,2,1,2.001080249901861,0.14897254202514887,None,1966.9383876672946,1966.938459417317,None,1966.9385761669837,1966.938617542386,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_744_seed_1.png,13,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,13,13,13,1966.9665905842558,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1966.9390490003861,1966.9391670003533,1966.9391834591515,1966.9665905842558,1966.9665905842558,1966.9665905842558,1966.9665905842558,1969.9593077502213,1969.9593077502213,1970.940975875128,1,1,0.7806084589101374,0.15401683328673244,None,1970.9413475841284,1970.9413904594257,None,1970.9414542503655,1970.9414753341116,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_672_seed_1.png,14,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,14,14,14,1970.9586390843615,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1970.941726125311,1970.9418089999817,1970.941817750223,1970.9586390843615,1970.9586390843615,1970.9586390843615,1970.9586390843615,1973.9575299592689,1973.9575299592689,1974.9414459592663,1,1,1.1324652088806033,0.13804350001737475,None,1974.9420887921005,1974.9421765422449,None,1974.9427659171633,1974.9428095002659,None,1974.9676418751478,1974.9676418751478,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_414_seed_1.png,15,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,15,15,15,1974.9676418751478,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1974.9433045843616,1974.943419917021,1974.9434370421804,1974.9676418751478,1974.9676418751478,1974.9676418751478,1974.9676418751478,1977.958298417274,1977.958298417274,1978.9547665002756,1,1,1.6355545418336987,0.1549852080643177,None,1978.9551890003495,1978.955231834203,None,1978.955297708977,1978.9553190423176,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_118_seed_1.png,16,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,16,16,16,1978.9750810423866,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1978.9555765003897,1978.9556717090309,1978.9556807093322,1978.9750810423866,1978.9750810423866,1978.9750810423866,1978.9750810423866,1981.9741106671281,1981.9741106671281,1982.9577857921831,1,1,1.7630579168908298,0.15100425016134977,None,1982.9585039592348,1982.9585726251826,None,1982.958665584214,1982.9586948342621,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_128_seed_1.png,17,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,17,17,17,1982.983997875359,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1982.9590991670266,1982.9591940841638,1982.9592058751732,1982.983997875359,1982.983997875359,1982.983997875359,1982.983997875359,1985.9757616673596,1985.9757616673596,1986.9741523340344,1,1,1.1003124169074,0.15199866611510515,None,1986.975082084071,1986.9752753754146,None,1986.975451250095,1986.975480500143,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_326_seed_1.png,18,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,18,18,18,1986.9956844593398,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1986.9757303344086,1986.9758198750205,1986.975828167051,1986.9956844593398,1986.9956844593398,1986.9956844593398,1986.9956844593398,1990.0044833342545,1990.0044833342545,1990.987897834275,1,1,1.1755083329044282,0.16099774977192283,None,1990.9885082920082,1990.9885794590227,None,1990.988695959095,1990.9887468754314,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,19,19,19,1990.9995990423486,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1990.989199209027,1990.9893327923492,1990.989349083975,1990.9995990423486,1990.9995990423486,1990.9995990423486,1990.9995990423486,1993.9915521671064,1993.9915521671064,1994.9903407092206,None,0,,,None,1994.9911053343676,1994.9912110841833,None,1994.991368375253,1994.9914242504165,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_87_seed_1.png,20,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,20,20,20,1995.0132174594328,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1994.9921543751843,1994.9923114171252,1994.992321250029,1995.0132174594328,1995.0132174594328,1995.0132174594328,1995.0132174594328,1998.02110270923,1998.02110270923,1998.9931096252985,1,1,1.3599845003336668,0.15808195900171995,None,1998.9937391253188,1998.99381045904,None,1998.9939259593375,1998.9939647503197,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_86_seed_1.png,21,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,21,21,21,1999.0198463751003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1998.9943817923777,1998.9944987921044,1998.9945147922263,1999.0198463751003,1999.0198463751003,1999.0198463751003,1999.0198463751003,2002.0212155422196,2002.0212155422196,2003.0043033342808,1,1,0.9394457498565316,0.17103612516075373,None,2003.004761584103,2003.0048102503642,None,2003.0048840423115,2003.004908209201,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_505_1.png,22,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,22,22,22,2003.0270399590954,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2003.0052067502402,2003.0053092921153,2003.005319250282,2003.0270399590954,2003.0270399590954,2003.0270399590954,2003.0270399590954,2006.023154000286,2006.023154000286,2007.0076801669784,1,1,1.1132408762350678,0.16794687462970614,None,2007.0081510422751,2007.0082025001757,None,2007.008287792094,2007.0083155422471,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_259_seed_1.png,23,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,23,23,23,2007.0300352503546,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2007.0086479173042,2007.008735917043,2007.0087471250445,2007.0300352503546,2007.0300352503546,2007.0300352503546,2007.0300352503546,2010.0409120842814,2010.0409120842814,2011.020885291975,1,1,1.0123642501421273,0.17698587477207184,None,2011.021523709409,2011.0215969593264,None,2011.0217327503487,2011.0217724172398,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_287_seed_1.png,24,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,24,24,24,2011.0432843752205,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2011.0222254171968,2011.0223447922617,2011.0223609590903,2011.0432843752205,2011.0432843752205,2011.0432843752205,2011.0432843752205,2014.0393954999745,2014.0393954999745,2015.026228334289,1,1,1.3330634171143174,0.16395424958318472,None,2015.0268984590657,2015.0269735003822,None,2015.0270887091756,2015.0271277092397,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_454_seed_1.png,25,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,25,25,25,2015.053008500021,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2015.0275636250153,2015.027721208986,2015.027738166973,2015.053008500021,2015.053008500021,2015.053008500021,2015.053008500021,2018.0569630842656,2018.0569630842656,2019.0407159170136,1,1,1.4693113761022687,0.1700183325447142,None,2019.0413455842063,2019.0414183340035,None,2019.0415386673994,2019.0415778751485,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_235_seed_1.png,26,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,26,26,26,2019.0653167921118,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2019.0420252503827,2019.042130375281,2019.0421405001543,2019.0653167921118,2019.0653167921118,2019.0653167921118,2019.0653167921118,2022.0567195420153,2022.0567195420153,2023.0548506672494,1,1,0.8229963327758014,0.1481093750335276,None,2023.0553473341279,2023.0554008344188,None,2023.0554854590446,2023.0555127924308,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_556_1.png,27,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,27,27,27,2023.0809388342313,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2023.055828917306,2023.055940499995,2023.0559523343109,2023.0809388342313,2023.0809388342313,2023.0809388342313,2023.0809388342313,2026.0739079173654,2026.0739079173654,2027.0577075420879,2,0,1.0564357079565525,0.16391954198479652,None,2027.058245959226,2027.0583059592173,None,2027.0584052922204,2027.0584381250665,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_688_seed_1.png,28,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,28,28,28,2027.081092750188,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2027.0587971671484,2027.0588940423913,2027.05890720943,2027.081092750188,2027.081092750188,2027.081092750188,2027.081092750188,2030.0748140420765,2030.0748140420765,2031.0593558340333,1,1,0.7602365417405963,0.14900591596961021,None,2031.0599848753773,2031.0600567092188,None,2031.0601765420288,2031.060215792153,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,29,29,29,2031.0706040002406,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2031.0606490420178,2031.0607787920162,2031.0607950002886,2031.0706040002406,2031.0706040002406,2031.0706040002406,2031.0706040002406,2034.0715271672234,2034.0715271672234,2035.0548699591309,None,0,,,None,2035.0553408344276,2035.0554100424051,None,2035.0555359590799,2035.0555741251446,None,2035.0797930844128,2035.0797930844128,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_280_seed_1.png,30,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,30,30,30,2035.0797930844128,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2035.0560275842436,2035.0561402500607,2035.0561564592645,2035.0797930844128,2035.0797930844128,2035.0797930844128,2035.0797930844128,2038.0881270840764,2038.0881270840764,2039.072698334232,1,0,2.068708958104253,0.13396374974399805,None,2039.0734726251103,2039.0735592092387,None,2039.0736822090112,2039.0737277502194,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_191_seed_1.png,31,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,4,0,4,0,0,32,32,32,2043.0989525839686,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2043.0749761252664,2043.075047292281,2043.0750572090037,2043.0989525839686,2043.0989525839686,2043.0989525839686,2043.0989525839686,2046.0929369172081,2046.0929369172081,2047.0881992504,1,1,1.6734109581448138,0.1399995838291943,None,2047.0886759171262,2047.0887312921695,None,2047.0888056671247,2047.0888297501951,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_341_seed_1.png,33,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,33,33,33,2047.1069648750126,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2047.0891080000438,2047.0892259590328,2047.08923637541,2047.1069648750126,2047.1069648750126,2047.1069648750126,2047.1069648750126,2050.1082956250757,2050.1082956250757,2051.092654292006,1,1,1.5644712499342859,0.2359305419959128,None,2051.093713584356,2051.0938335843384,None,2051.0939875422046,2051.094047000166,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/16_78.png,34,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,34,34,34,2051.1132159172557,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2051.0948478751816,2051.095182167366,2051.0952064171433,2051.1132159172557,2051.1132159172557,2051.1132159172557,2051.1132159172557,2054.1072179591283,2054.1072179591283,2055.1051752921194,2,0,2.451281917281449,0.11994912475347519,None,2055.1056230841205,2055.1056689172983,None,2055.1057342500426,2055.105756334029,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_424_seed_1.png,35,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,35,35,35,2055.130985375028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2055.1060227500275,2055.10612041736,2055.1061292923987,2055.130985375028,2055.130985375028,2055.130985375028,2055.130985375028,2058.138041834347,2058.138041834347,2059.1070737922564,1,0,2.0014628749340773,0.16297187516465783,None,2059.1079923752695,2059.1080892500468,None,2059.108222667128,2059.108270375058,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_727_seed_1.png,36,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,36,36,36,2059.1347267501988,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2059.1088943341747,2059.1093242503703,2059.1093479171395,2059.1347267501988,2059.1347267501988,2059.1347267501988,2059.1347267501988,2062.12546066707,2062.12546066707,2063.123181334231,1,1,2.5077219582162797,0.14807324996218085,None,2063.1240777093917,2063.1241803751327,None,2063.1243082094006,2063.1243543340825,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_200_seed_1.png,37,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,37,37,37,2063.148436000105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2063.1248839171603,2063.1250963751227,2063.1251140842214,2063.148436000105,2063.148436000105,2063.148436000105,2063.148436000105,2066.1425411254168,2066.1425411254168,2067.139807125088,2,0,0.9089701673947275,0.09605924971401691,None,2067.1407641670667,2067.140881750267,None,2067.141208750196,2067.1412849170156,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_291_seed_1.png,38,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,38,38,38,2067.1643547923304,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2067.141762792133,2067.1418982502073,2067.141915959306,2067.1643547923304,2067.1643547923304,2067.1643547923304,2067.1643547923304,2070.1727887503803,2070.1727887503803,2071.1425079591572,1,1,0.7740927091799676,0.19813066581264138,None,2071.14313683426,2071.143212584313,None,2071.143331167288,2071.143373959232,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,39,39,39,2071.1541887093335,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2071.143813500181,2071.1439647092484,2071.1439809594303,2071.1541887093335,2071.1541887093335,2071.1541887093335,2071.1541887093335,2074.1423290004022,2074.1423290004022,2075.1410897923633,None,0,,,None,2075.141591250431,2075.1416792091914,None,2075.1417844593525,2075.141823834274,None,2075.166508667171,2075.166508667171,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_552_seed_1.png,40,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,40,40,40,2075.166508667171,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2075.1422519590706,2075.1423750421964,2075.1423891251907,2075.166508667171,2075.166508667171,2075.166508667171,2075.166508667171,2078.171391209122,2078.171391209122,2079.157710541971,1,1,1.2779619172215462,0.142040291801095,None,2079.1583350002766,2079.158407000359,None,2079.1585244173184,2079.158564959187,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_57_seed_1.png,41,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,41,41,41,2079.1835420420393,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2079.159055792261,2079.1591745424084,2079.159191042185,2079.1835420420393,2079.1835420420393,2079.1835420420393,2079.1835420420393,2082.174935584422,2082.174935584422,2083.1735503342934,1,1,1.8729976671747863,0.15097174979746342,None,2083.174427209422,2083.174490292091,None,2083.1745520844124,2083.174572459422,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_443_seed_1.png,42,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,42,42,42,2083.196124542039,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2083.1750792092644,2083.175212625414,2083.1752208340913,2083.196124542039,2083.196124542039,2083.196124542039,2083.196124542039,2086.204751209356,2086.204751209356,2087.1878573340364,1,1,1.0414457921870053,0.19794195797294378,None,2087.188363500405,2087.188419875223,None,2087.188503209036,2087.1885312502272,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_505_seed_1.png,43,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,43,43,43,2087.2144730421714,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2087.1888799173757,2087.188964709174,2087.1889758342877,2087.2144730421714,2087.2144730421714,2087.2144730421714,2087.2144730421714,2090.208310167305,2090.208310167305,2091.191612167284,2,0,1.6770707513205707,0.173078624997288,None,2091.1921292920597,2091.1921904170886,None,2091.192286625039,2091.1923196674325,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_140_seed_1.png,44,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,44,44,44,2091.21831683442,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2091.1926790419966,2091.1927787093446,2091.192792000249,2091.21831683442,2091.21831683442,2091.21831683442,2091.21831683442,2094.210054125171,2094.210054125171,2095.2079987502657,1,1,1.6013402920216322,0.16796995792537928,None,2095.2090961672366,2095.209278250113,None,2095.2094497503713,2095.2095088344067,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_193_seed_1.png,45,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,45,45,45,2095.234914000146,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2095.2102432502434,2095.2103581251577,2095.2103743753396,2095.234914000146,2095.234914000146,2095.234914000146,2095.234914000146,2098.225048625376,2098.225048625376,2099.2216666252352,1,1,0.9356634998694062,0.14809449994936585,None,2099.2222348339856,2099.2222984172404,None,2099.222399542108,2099.2224325421266,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_301_seed_1.png,46,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,46,46,46,2099.248897792306,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2099.2228172919713,2099.2229335419834,2099.22294675,2099.248897792306,2099.248897792306,2099.248897792306,2099.248897792306,2102.241606417112,2102.241606417112,2103.224753667135,1,1,1.5887297922745347,0.15192729188129306,None,2103.2257216251455,2103.2258266252466,None,2103.226072959136,2103.2261347500607,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_652_seed_1.png,47,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,47,47,47,2103.245860459283,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2103.2265762924217,2103.2267348752357,2103.2267452920787,2103.245860459283,2103.245860459283,2103.245860459283,2103.245860459283,2106.2547299591824,2106.2547299591824,2107.2382583343424,1,1,0.7577942511998117,0.1510037910193205,None,2107.2388150002807,2107.2388920001686,None,2107.239018625114,2107.2390577499755,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_131_seed_1.png,48,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,48,48,48,2107.2639042921364,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2107.2395039172843,2107.2396351671778,2107.2396517093293,2107.2639042921364,2107.2639042921364,2107.2639042921364,2107.2639042921364,2110.258423167281,2110.258423167281,2111.2429966251366,1,1,1.4168052920140326,0.1959035829640925,None,2111.243360667024,2111.2434017090127,None,2111.2434663344175,2111.24348725006,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,49,49,49,2111.2543182922527,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2111.24373433413,2111.243822667282,2111.24383183429,2111.2543182922527,2111.2543182922527,2111.2543182922527,2111.2543182922527,2114.243474042043,2114.243474042043,2115.2413329593837,None,0,,,None,2115.2416649172083,2115.2417140002362,None,2115.2417985000648,2115.24182970915,None,2115.268390000332,2115.268390000332,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_379_seed_1.png,50,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,50,50,50,2115.268390000332,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2115.242151542101,2115.2422322090715,2115.242243667133,2115.268390000332,2115.268390000332,2115.268390000332,2115.268390000332,2118.260458792094,2118.260458792094,2119.2443561251275,1,1,1.61229716707021,0.14793858397752047,None,2119.244769750163,2119.244813709054,None,2119.2448780420236,2119.244900334161,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_733_seed_1.png,51,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,51,51,51,2119.2673358339816,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2119.245148750022,2119.245233000256,2119.2452420420013,2119.2673358339816,2119.2673358339816,2119.2673358339816,2119.2673358339816,2122.258022709284,2122.258022709284,2123.254805292003,1,1,1.9213345828466117,0.17695641703903675,None,2123.25533220917,2123.2553893341683,None,2123.2554722921923,2123.255499834195,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_246_seed_1.png,52,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,52,52,52,2123.280011625029,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2123.255837125238,2123.2559568751603,2123.2559683751315,2123.280011625029,2123.280011625029,2123.280011625029,2123.280011625029,2126.2750167921185,2126.2750167921185,2127.2587335421704,2,0,1.2757075419649482,0.15594183281064034,None,2127.259351709392,2127.2594230002724,None,2127.2595410840586,2127.2595817921683,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_363_seed_1.png,53,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,53,53,53,2127.2833543340676,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2127.2600182089955,2127.2601391253993,2127.260155542288,2127.2833543340676,2127.2833543340676,2127.2833543340676,2127.2833543340676,2130.2748097092845,2130.2748097092845,2131.2737234174274,1,1,0.8722983747720718,0.12510362500324845,None,2131.2744361669756,2131.274506750051,None,2131.2745811673813,2131.274607334286,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_742_seed_1.png,54,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,54,54,54,2131.2973758340813,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2131.274916584138,2131.2749950843863,2131.27500516735,2131.2973758340813,2131.2973758340813,2131.2973758340813,2131.2973758340813,2134.2913770843297,2134.2913770843297,2135.2903112922795,1,1,0.8333100010640919,0.16508558299392462,None,2135.291211334057,2135.29130287515,None,2135.2914319173433,2135.2914785421453,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_62_seed_1.png,55,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,55,55,55,2135.313100375235,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2135.2921408750117,2135.292250000406,2135.292261125054,2135.313100375235,2135.313100375235,2135.313100375235,2135.313100375235,2138.3215712499805,2138.3215712499805,2139.3085132092237,1,1,2.491682083811611,0.1399249997921288,None,2139.3091762093827,2139.3092517922632,None,2139.3093705843203,2139.309410125017,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_393_seed_1.png,56,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,56,56,56,2139.3346927920356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2139.3098580003716,2139.3099426673725,2139.309953834396,2139.3346927920356,2139.3346927920356,2139.3346927920356,2139.3346927920356,2142.324800624978,2142.324800624978,2143.324388500303,1,1,1.3400125419721007,0.19602187490090728,None,2143.325417584274,2143.325558000244,None,2143.3257207921706,2143.325783042237,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_146_seed_1.png,57,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,57,57,57,2143.3455492923968,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2143.3265479169786,2143.3267044173554,2143.326719584409,2143.3455492923968,2143.3455492923968,2143.3455492923968,2143.3455492923968,2146.354806084186,2146.354806084186,2147.34085754212,2,0,2.1052315421402454,0.11603591684252024,None,2147.34126187535,2147.3413078342564,None,2147.3413742091507,2147.3413965003565,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_589_seed_1.png,58,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,58,58,58,2147.362061084248,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2147.341652250383,2147.3417397090234,2147.34174916707,2147.362061084248,2147.362061084248,2147.362061084248,2147.362061084248,2150.3717190003954,2150.3717190003954,2151.3442173753865,1,1,1.0956533327698708,0.13999545900151134,None,2151.344552875031,2151.3445894173346,None,2151.3446445004083,2151.344663084019,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,59,59,59,2151.3547295844182,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2151.3448787094094,2151.3449757504277,2151.3449836671352,2151.3547295844182,2151.3547295844182,2151.3547295844182,2151.3547295844182,2154.342598041985,2154.342598041985,2155.338682959322,None,0,,,None,2155.3391483342275,2155.33921554219,None,2155.3393556671217,2155.3393967919983,None,2155.366436625365,2155.366436625365,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_643_seed_1.png,60,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,60,60,60,2155.366436625365,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2155.3398611252196,2155.3399912500754,2155.3400087920018,2155.366436625365,2155.366436625365,2155.366436625365,2155.366436625365,2158.3594582499936,2158.3594582499936,2159.3404730423354,2,0,2.0904189590364695,0.1499366657808423,None,2159.3411274170503,2159.3411987093277,None,2159.3413205002435,2159.3413589172997,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_98_seed_1.png,61,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,61,61,61,2159.3675571670756,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2159.3421996249817,2159.3423230419867,2159.342339917086,2159.3675571670756,2159.3675571670756,2159.3675571670756,2159.3675571670756,2162.3583005843684,2162.3583005843684,2163.3551266253926,2,1,2.600232500117272,0.12099158391356468,None,2163.3557492503896,2163.3558211252093,None,2163.355936834123,2163.3559757922776,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_500_seed_1.png,62,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,62,62,62,2163.3832473340444,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2163.3564453753643,2163.3565655844286,2163.356582000386,2163.3832473340444,2163.3832473340444,2163.3832473340444,2163.3832473340444,2166.3885153341107,2166.3885153341107,2167.3588113752194,1,1,0.7706145830452442,0.12591954180970788,None,2167.359452292323,2167.3595275841653,None,2167.3596441252157,2167.359684749972,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_533_seed_1.png,63,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,63,63,63,2167.385483250022,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2167.3601322923787,2167.3602536250837,2167.3602699590847,2167.385483250022,2167.385483250022,2167.385483250022,2167.385483250022,2170.374808459077,2170.374808459077,2171.377014625352,1,1,1.1403377503156662,0.13910629181191325,None,2171.377633708995,2171.3777002920397,None,2171.3777979593724,2171.3778314590454,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_724_seed_1.png,64,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,64,64,64,2171.4044112092815,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2171.3782106251456,2171.378359417431,2171.3783735842444,2171.4044112092815,2171.4044112092815,2171.4044112092815,2171.4044112092815,2174.392131875269,2174.392131875269,2175.3886119592935,1,1,0.896470292005688,0.11893929215148091,None,2175.3891794593073,2175.3892435841262,None,2175.389344708994,2175.3893773751333,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_355_seed_1.png,65,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,65,65,65,2175.412466917187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2175.3897565840743,2175.3898735842668,2175.389886834193,2175.412466917187,2175.412466917187,2175.412466917187,2175.412466917187,2178.4108514171094,2178.4108514171094,2179.391681500245,1,1,1.160379041917622,0.12406804086640477,None,2179.392644584179,2179.3927597501315,None,2179.392900542356,2179.392951667309,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_roller_coaster2.jpg,66,0,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,66,66,66,2179.408658209257,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2179.393701459281,2179.3938279170543,2179.3938465840183,2179.408658209257,2179.408658209257,2179.408658209257,2179.408658209257,2182.4083516672254,2182.4083516672254,2183.392410750035,1,1,1.074196791741997,0.19698016718029976,None,2183.393037792295,2183.39310737513,None,2183.3932234593667,2183.3932617092505,None,2183.4199378341436,2183.4199378341436,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_669_seed_1.png,67,0,1,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,67,67,67,2183.4199378341436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2183.393681042362,2183.3938032090664,2183.3938199169934,2183.4199378341436,2183.4199378341436,2183.4199378341436,2183.4199378341436,2186.408913209103,2186.408913209103,2187.408247334417,2,1,0.7389237089082599,0.15303066605702043,None,2187.4088682923466,2187.4089406672865,None,2187.409057875164,2187.409097125288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,4,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,68,68,68,2187.42187954206,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2187.409429584164,2187.4095183340833,2187.4095296249725,2187.42187954206,2187.42187954206,2187.42187954206,2187.42187954206,2190.4229572503828,2190.4229572503828,2191.4058355842717,None,0,,,None,2191.4061682922766,2191.4062242922373,None,2191.406293417327,2191.4063146673143,None,2191.412848042324,2191.412848042324,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,4,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,4,0,4,0,0,69,69,69,2191.412848042324,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2191.406581417192,2191.406644999981,2191.406653834041,2191.412848042324,2191.412848042324,2191.412848042324,2191.412848042324,2194.424974292051,2194.424974292051,2195.4054558342323,None,0,,,None,2195.4058829173446,2208.0265209591016,1,2208.0271039172076,2236.6723817922175,equal,2195.42025787523,2195.42025787523,,,2195.42025787523,2195.42025787523,12.602781209163368,None,2208.0386478342116,2208.0386478342116,28.628459374886006,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,4,0,4,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_347_seed_1.png,0,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,0,0,0,2236.711350625381,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2236.68885033438,2236.689134584274,2236.6891477503814,2236.711350625381,2236.711350625381,2236.711350625381,2236.711350625381,2239.709042750299,2239.709042750299,2240.692843292374,1,1,1.0536365420557559,0.16407045861706138,None,2240.693742000032,2240.6938066249713,None,2240.694019250106,2240.6940551251173,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_592_seed_1.png,1,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,1,1,1,2240.7202400001697,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2240.694588625338,2240.694696375169,2240.6947096670046,2240.7202400001697,2240.7202400001697,2240.7202400001697,2240.7202400001697,2243.7090747919865,2243.7090747919865,2244.7054851250723,1,1,1.2469148328527808,0.15396087523549795,None,2244.7060204171576,2244.706081917044,None,2244.7061778753996,2244.70621029241,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_621_seed_1.png,2,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,2,2,2,2244.731005667243,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2244.7065840000287,2244.706691000145,2244.706704209093,2244.731005667243,2244.731005667243,2244.731005667243,2244.731005667243,2247.739168209024,2247.739168209024,2248.7092020004056,1,1,0.9140508337877691,0.136095667257905,None,2248.709729833994,2248.709787417203,None,2248.7098820423707,2248.7099146251567,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_501_seed_1.png,3,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,3,3,3,2248.732686250005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2248.710274167359,2248.710372417234,2248.7103854171,2248.732686250005,2248.732686250005,2248.732686250005,2248.732686250005,2251.725032584276,2251.725032584276,2252.72235045908,1,1,1.4284171666949987,0.15097191603854299,None,2252.722846042365,2252.7229009591974,None,2252.7229839172214,2252.7230133339763,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_116_seed_1.png,4,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,4,4,4,2252.7464493340813,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2252.7233291673474,2252.723439125344,2252.723450584337,2252.7464493340813,2252.7464493340813,2252.7464493340813,2252.7464493340813,2255.741468334105,2255.741468334105,2256.7251207921654,1,1,0.6906775836832821,0.14904066734015942,None,2256.725644750055,2256.7257053754292,None,2256.7258003749885,2256.7258332502097,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_599_seed_1.png,5,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,17,17,17,2304.8342774594203,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2304.806958834175,2304.807076959405,2304.807093875017,2304.8342774594203,2304.8342774594203,2304.8342774594203,2304.8342774594203,2307.82634150004,2307.82634150004,2308.8077800422907,2,0,1.3289613327942789,0.143029167316854,None,2308.808696167078,2308.8087987094186,None,2308.808938542381,2308.808988292236,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_676_1.png,18,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,19,19,19,2312.8373955003917,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2312.812310125213,2312.8124070423655,2312.812420209404,2312.8373955003917,2312.8373955003917,2312.8373955003917,2312.8373955003917,2315.825722125359,2315.825722125359,2316.8245343342423,1,1,1.0339972088113427,0.14690795820206404,None,2316.825007750187,2316.825057709124,None,2316.825130084064,2316.825154250022,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,20,1,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,20,20,20,2316.8336816672236,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2316.8254323340952,2316.8255347092636,2316.8255445421673,2316.8336816672236,2316.8336816672236,2316.8336816672236,2316.8336816672236,2319.8253228752874,2319.8253228752874,2320.8221381669864,None,0,,,None,2320.822578875348,2320.8226450420916,None,2320.8227869169787,2320.8228271673433,None,2320.8469215841033,2320.8469215841033,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_136_seed_1.png,21,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,21,21,21,2320.8469215841033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2320.823632125277,2320.823745917063,2320.8237653342076,2320.8469215841033,2320.8469215841033,2320.8469215841033,2320.8469215841033,2323.8555529173464,2323.8555529173464,2324.823981084395,1,1,2.144471083767712,0.14506683312356472,None,2324.8249671254307,2324.8250511670485,None,2324.8251728750765,2324.8252088343725,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_448_seed_1.png,22,0,1,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,22,22,22,2324.845735375304,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2324.8256112500094,2324.8257167502306,2324.825730709359,2324.845735375304,2324.845735375304,2324.845735375304,2324.845735375304,2327.8420868343674,2327.8420868343674,2328.826349375304,2,1,0.7525653326883912,0.15433641709387302,None,2328.826999375131,2328.8270772499964,None,2328.827196250204,2328.827236250043,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_666_seed_1.png,23,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,24,24,24,2332.861159209162,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2332.840030624997,2332.8401363343,2332.8401498752646,2332.861159209162,2332.861159209162,2332.861159209162,2332.861159209162,2335.872606167104,2335.872606167104,2336.842253625393,1,1,1.6102244588546455,0.1969840000383556,None,2336.842824709136,2336.842899166979,None,2336.843020417262,2336.8430604999885,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_507_seed_1.png,25,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,64,64,64,2493.096822417341,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2493.074046042282,2493.0741390842013,2493.074152708985,2493.096822417341,2493.096822417341,2493.096822417341,2493.096822417341,2496.1062742089853,2496.1062742089853,2497.078088209033,2,0,0.991245792247355,0.13884249981492758,None,2497.078508667182,2497.0785538339987,None,2497.078618542291,2497.0786402500235,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_71_seed_1.png,65,0,0,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 71]",,,,,5,0,5,0,0,65,65,65,2497.097005000338,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2497.0788875003345,2497.0789802921936,2497.078989959322,2497.097005000338,2497.097005000338,2497.097005000338,2497.097005000338,2500.091834458988,2500.091834458988,2501.0896747093648,2,0,1.690086708869785,0.12186670769006014,None,2501.090292834211,2501.090365375392,None,2501.0904792919755,2501.0905188340694,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_175_seed_1.png,66,0,1,0,5,1,1,"[9, 20, 30, 44, 56, 68, 69, 70, 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71]",,,,,5,0,5,0,0,69,69,69,2513.0982754593715,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2513.0906805843115,2513.0907948752865,2513.0908138751984,2513.0982754593715,2513.0982754593715,2513.0982754593715,2513.0982754593715,2516.0931547093205,2516.0931547093205,2517.0898680421524,None,0,,,None,2517.0903195003048,2527.1405054591596,1,2527.1410590843298,2550.174098417163,equal,2517.1048549171537,2517.1048549171537,,,2517.1048549171537,2517.1048549171537,10.022268875036389,None,2527.149845875334,2527.149845875334,23.022421250119805,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,5,0,5,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_406_seed_1.png,0,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,0,0,0,2550.210446000099,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2550.1908697923645,2550.1909961253405,2550.1910091252066,2550.210446000099,2550.210446000099,2550.210446000099,2550.210446000099,2553.208858500235,2553.208858500235,2554.192575625144,1,1,1.192739250138402,0.14495400013402104,None,2554.1931270002387,2554.19316770928,None,2554.19329233421,2554.193314750213,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_158_seed_1.png,1,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,1,1,1,2554.216687459033,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2554.193611709401,2554.194262749981,2554.1942763752304,2554.216687459033,2554.216687459033,2554.216687459033,2554.216687459033,2557.2104039173573,2557.2104039173573,2558.206707334146,1,1,1.142525709234178,0.14992733299732208,None,2558.2071332922205,2558.207178791985,None,2558.207244375255,2558.2072655423544,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_333_seed_1.png,2,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,2,2,2,2558.229318000376,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2558.2075309590437,2558.208154584281,2558.208172584418,2558.229318000376,2558.229318000376,2558.229318000376,2558.229318000376,2561.2260300843045,2561.2260300843045,2562.209422792308,1,0,2.2207829589024186,0.12503754207864404,None,2562.2099399589933,2562.20999712497,None,2562.2100917091593,2562.2101243343204,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_689_seed_1.png,3,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,3,3,3,2562.2321227500215,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2562.2104802923277,2562.2105800840072,2562.210593417287,2562.2321227500215,2562.2321227500215,2562.2321227500215,2562.2321227500215,2565.2398361670785,2565.2398361670785,2566.2231156253256,1,1,0.8851687917485833,0.1388917500153184,None,2566.223644917365,2566.2237034169957,None,2566.223788625095,2566.223819000181,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_123_seed_1.png,4,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,4,4,4,2566.2476240000688,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2566.2241579173133,2566.224276292138,2566.2242882093415,2566.2476240000688,2566.2476240000688,2566.2476240000688,2566.2476240000688,2569.2433477924205,2569.2433477924205,2570.227215875406,1,1,0.9418129166588187,0.19882212532684207,None,2570.228220542427,2570.2283335421234,None,2570.2284972090274,2570.228553250432,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_207_seed_1.png,5,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,5,5,5,2570.251568084117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2570.229361291975,2570.229668875225,2570.229691834189,2570.251568084117,2570.251568084117,2570.251568084117,2570.251568084117,2573.2564877499826,2573.2564877499826,2574.2431124174036,1,1,0.6817046673968434,0.12199250003322959,None,2574.244247750379,2574.2443327922374,None,2574.244434459135,2574.244462209288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/1_22.png,6,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,6,6,6,2574.2595969173126,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2574.2448177919723,2574.2449303753674,2574.2449404592626,2574.2595969173126,2574.2595969173126,2574.2595969173126,2574.2595969173126,2577.256563125178,2577.256563125178,2578.242655124981,1,1,1.022669792175293,0.1180299581028521,None,2578.243165917229,2578.2432229593396,None,2578.2433167924173,2578.243348750286,None,2578.2659089593217,2578.2659089593217,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_449_seed_1.png,7,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,7,7,7,2578.2659089593217,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2578.243697709404,2578.243790959008,2578.2438045842573,2578.2659089593217,2578.2659089593217,2578.2659089593217,2578.2659089593217,2581.259656792041,2581.259656792041,2582.256619084161,1,1,1.2834085007198155,0.13443770818412304,None,2582.2571610421874,2582.2572207921185,None,2582.2573188343085,2582.25735037541,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_206_seed_1.png,8,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,8,8,8,2582.279711875133,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2582.257715875283,2582.257812167052,2582.2578254593536,2582.279711875133,2582.279711875133,2582.279711875133,2582.279711875133,2585.2914372500964,2585.2914372500964,2586.259568999987,1,1,0.8215723745524883,0.13298008311539888,None,2586.2600902500562,2586.260147292167,None,2586.260240334086,2586.260271959007,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,9,9,9,2586.2726431251504,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2586.2606185004115,2586.2607182501815,2586.2607316253707,2586.2726431251504,2586.2726431251504,2586.2726431251504,2586.2726431251504,2589.27345941728,2589.27345941728,2590.2575755422004,None,0,,,None,2590.2582519589923,2590.2583585423417,None,2590.2586083752103,2590.258674334269,None,2590.2849136251025,2590.2849136251025,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_596_seed_1.png,10,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,10,10,10,2590.2849136251025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2590.2591648753732,2590.2592827090994,2590.259294667281,2590.2849136251025,2590.2849136251025,2590.2849136251025,2590.2849136251025,2593.2907140841708,2593.2907140841708,2594.2601914592087,1,1,1.7234399169683456,0.14601191692054272,None,2594.2606584173627,2594.2607174171135,None,2594.260798125062,2594.2608266253956,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_256_seed_1.png,11,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,11,11,11,2594.28667566739,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2594.2611317504197,2594.2612167503685,2594.2612283341587,2594.28667566739,2594.28667566739,2594.28667566739,2594.28667566739,2597.291405749973,2597.291405749973,2598.2757637500763,1,1,1.9616529582999647,0.17789704212918878,None,2598.2762584593147,2598.276312000118,None,2598.2763945423067,2598.276422291994,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_747_seed_1.png,12,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,12,12,12,2598.3015438751318,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2598.2767595839687,2598.2768426672556,2598.2768540000543,2598.3015438751318,2598.3015438751318,2598.3015438751318,2598.3015438751318,2601.2921915422194,2601.2921915422194,2602.2771462090313,1,1,1.5648356252349913,0.11599820898845792,None,2602.277571000159,2602.277618667111,None,2602.277690459043,2602.2777145002037,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_706_seed_1.png,13,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,13,13,13,2602.29926062515,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2602.277993417345,2602.2780924174003,2602.278102667071,2602.29926062515,2602.29926062515,2602.29926062515,2602.29926062515,2605.292622042354,2605.292622042354,2606.2900815000758,1,1,0.9450872512534261,0.15597262512892485,None,2606.2905852920376,2606.2906415844336,None,2606.2907285843976,2606.290757417213,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_214_seed_1.png,14,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,14,14,14,2606.317872249987,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2606.291091042105,2606.29118279228,2606.2911941250786,2606.317872249987,2606.317872249987,2606.317872249987,2606.317872249987,2609.31001162529,2609.31001162529,2610.2940146252513,1,1,1.5584373343735933,0.14201950002461672,None,2610.2944494592957,2610.2944998750463,None,2610.2945757922716,2610.294600667432,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_106_seed_1.png,15,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,15,15,15,2610.3134391671047,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2610.294883084018,2610.294988084119,2610.2949981670827,2610.3134391671047,2610.3134391671047,2610.3134391671047,2610.3134391671047,2613.310436000116,2613.310436000116,2614.306685417425,1,0,1.9729447080753744,0.13597870897501707,None,2614.307201667223,2614.307261875365,None,2614.3073600842617,2614.30739179207,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_639_seed_1.png,16,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,16,16,16,2614.33362658415,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2614.307781459298,2614.3079132093117,2614.307926375419,2614.33362658415,2614.33362658415,2614.33362658415,2614.33362658415,2617.340050917119,2617.340050917119,2618.309807917103,2,1,1.0097225420176983,0.194109917152673,None,2618.310339209158,2618.310405209195,None,2618.3105034171604,2618.3105374593288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_634_seed_1.png,17,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,17,17,17,2618.33297720924,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2618.3109536673874,2618.311051709112,2618.3110652500764,2618.33297720924,2618.33297720924,2618.33297720924,2618.33297720924,2621.3401991673745,2621.3401991673745,2622.323471084237,1,1,1.3544797501526773,0.1849790420383215,None,2622.324092959054,2622.3241762500256,None,2622.3243100424297,2622.3243517922238,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_321_seed_1.png,18,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,18,18,18,2622.3470744173974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2622.324785334058,2622.324903917033,2622.324920167215,2622.3470744173974,2622.3470744173974,2622.3470744173974,2622.3470744173974,2625.359360834118,2625.359360834118,2626.3295660000294,2,1,0.8923797090537846,0.2229239158332348,None,2626.33019729238,2626.3302717092447,None,2626.330393084325,2626.3304320001043,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,19,19,19,2626.356836292427,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2626.3308940003626,2626.3310357090086,2626.331052375026,2626.356836292427,2626.356836292427,2626.356836292427,2626.356836292427,2629.356217834167,2629.356217834167,2630.3430305002257,None,0,,,None,2630.343721000012,2630.343781667296,None,2630.3438612092286,2630.343887584284,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_211_seed_1.png,20,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,20,20,20,2630.370694417041,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2630.3441761671565,2630.3442577091046,2630.3442679173313,2630.370694417041,2630.370694417041,2630.370694417041,2630.370694417041,2633.373514292296,2633.373514292296,2634.356833834201,1,1,1.7597288764081895,0.1469719996675849,None,2634.3574044173583,2634.357473750133,None,2634.3575715841725,2634.357606209349,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/13_89.png,21,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,21,21,21,2634.376088042278,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2634.3579824999906,2634.358081500046,2634.358094625175,2634.376088042278,2634.376088042278,2634.376088042278,2634.376088042278,2637.37531462498,2637.37531462498,2638.3593450840563,1,1,2.2084479578770697,0.13597333384677768,None,2638.359735541977,2638.359779042192,None,2638.3598505840637,2638.359874292277,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_111_seed_1.png,22,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,22,22,22,2638.3860419173725,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2638.360140542034,2638.360210959334,2638.3602208751254,2638.3860419173725,2638.3860419173725,2638.3860419173725,2638.3860419173725,2641.3764748750255,2641.3764748750255,2642.3604660001583,2,1,1.070473417174071,0.13998541701585054,None,2642.3609881671146,2642.361048792023,None,2642.3611450423487,2642.3611779590137,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_388_seed_1.png,23,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,23,23,23,2642.3873671670444,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2642.3615701673552,2642.361688709352,2642.3617079174146,2642.3873671670444,2642.3873671670444,2642.3873671670444,2642.3873671670444,2645.3802294172347,2645.3802294172347,2646.3762847501785,1,1,0.9000750840641558,0.1489776661619544,None,2646.3768057501875,2646.3768555424176,None,2646.3769267504103,2646.376950792037,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_325_seed_1.png,24,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,24,24,24,2646.401845167391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2646.3772264174186,2646.3773302501068,2646.3773402092047,2646.401845167391,2646.401845167391,2646.401845167391,2646.401845167391,2649.4068017923273,2649.4068017923273,2650.3901805840433,1,1,1.0876532499678433,0.18095454201102257,None,2650.3906942503527,2650.3907535839826,None,2650.3908509169705,2650.3908835421316,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_722_seed_1.png,25,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,25,25,25,2650.4190133339725,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2650.391238667071,2650.391336167231,2650.3913524593227,2650.4190133339725,2650.4190133339725,2650.4190133339725,2650.4190133339725,2653.423309459351,2653.423309459351,2654.394562125206,1,1,0.7685757498256862,0.1699075000360608,None,2654.3952145841904,2654.395289250184,None,2654.395406000316,2654.395444917027,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_459_seed_1.png,26,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,26,26,26,2654.420830084011,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2654.3958795843646,2654.396005250048,2654.3960216674022,2654.420830084011,2654.420830084011,2654.420830084011,2654.420830084011,2657.4101046253927,2657.4101046253927,2658.4095087503083,2,1,1.145722750108689,0.1389148747548461,None,2658.4100578343496,2658.4101226669736,None,2658.4102200423367,2658.41025299998,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_378_seed_1.png,27,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,27,27,27,2658.43651670916,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2658.4106547920965,2658.410766125191,2658.410779417027,2658.43651670916,2658.43651670916,2658.43651670916,2658.43651670916,2661.4263951252215,2661.4263951252215,2662.4236033749767,1,1,1.0589440423063934,0.15909383306279778,None,2662.424226709176,2662.424301209394,None,2662.4244311251678,2662.424470042344,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_89_seed_1.png,28,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,28,28,28,2662.4537925003096,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2662.424899917096,2662.4250180842355,2662.425034417305,2662.4537925003096,2662.4537925003096,2662.4537925003096,2662.4537925003096,2665.4567730003037,2665.4567730003037,2666.426806542091,1,1,1.8266967087984085,0.12997041596099734,None,2666.4274421250448,2666.4275201670825,None,2666.4276409172453,2666.4276845422573,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,29,29,29,2666.4392704591155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2666.4281320003793,2666.428255709354,2666.428272792138,2666.4392704591155,2666.4392704591155,2666.4392704591155,2666.4392704591155,2669.426462334115,2669.426462334115,2670.423867000267,None,0,,,None,2670.4242907501757,2670.424340000376,None,2670.4244278343394,2670.4244571672752,None,2670.4507633340545,2670.4507633340545,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_2_seed_1.png,30,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,30,30,30,2670.4507633340545,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2670.4247987503186,2670.424878500402,2670.424889834132,2670.4507633340545,2670.4507633340545,2670.4507633340545,2670.4507633340545,2673.456859334372,2673.456859334372,2674.4272109172307,2,0,2.0128009589388967,0.14303383277729154,None,2674.4277385841124,2674.427798417397,None,2674.427898084279,2674.42792941723,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_364_seed_1.png,31,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,31,31,31,2674.451568417251,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2674.4282906670123,2674.4283870002255,2674.4284032094292,2674.451568417251,2674.451568417251,2674.451568417251,2674.451568417251,2677.4583964999765,2677.4583964999765,2678.442241667304,1,1,0.7690091263502836,0.13996874960139394,None,2678.4431392503902,2678.443248792086,None,2678.4433840001,2678.443435500376,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_730_seed_1.png,32,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,32,32,32,2678.468890500255,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2678.444262292236,2678.4445321671665,2678.4445502501912,2678.468890500255,2678.468890500255,2678.468890500255,2678.468890500255,2681.4737907922827,2681.4737907922827,2682.4570372090675,1,1,1.419757124967873,0.1879045832902193,None,2682.4576373752207,2682.4577045422047,None,2682.4578035003506,2682.4578359592706,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_663_seed_1.png,33,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,33,33,33,2682.4818099173717,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2682.458219542168,2682.4583449591883,2682.458361417055,2682.4818099173717,2682.4818099173717,2682.4818099173717,2682.4818099173717,2685.4902455843985,2685.4902455843985,2686.460024417378,2,0,2.1177927921526134,0.2909497916698456,None,2686.4603788750246,2686.460420334246,None,2686.460479750298,2686.460499334149,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_33_seed_1.png,34,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,34,34,34,2686.477865625173,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2686.460725084413,2686.4607905843295,2686.4607985843904,2686.477865625173,2686.477865625173,2686.477865625173,2686.477865625173,2689.49023670936,2689.49023670936,2690.4736806671135,None,0,,,['1'],2690.4747531670146,2690.4748546672054,None,2690.4750148751773,2690.4750645421445,None,,,[3.2466999171301723],[0.14711441658437252],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_42_seed_1.png,35,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,35,35,35,2690.501931875013,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2690.4756458750926,2690.475807875395,2690.4758287919685,2690.501931875013,2690.501931875013,2690.501931875013,2690.501931875013,2693.4935280419886,2693.4935280419886,2694.476639417,1,1,1.2467779591679573,0.151980415917933,None,2694.4772702092305,2694.4773434172384,None,2694.4774656253867,2694.4775056252256,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_288_seed_1.png,36,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,36,36,36,2694.5019468343817,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2694.4779557092115,2694.4780536252074,2694.4780668751337,2694.5019468343817,2694.5019468343817,2694.5019468343817,2694.5019468343817,2697.4940150422044,2697.4940150422044,2698.4924517092295,1,1,0.7607582919299603,0.15892308298498392,None,2698.4933095839806,2698.4933912921697,None,2698.4934902093373,2698.493525084108,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_305_seed_1.png,37,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,37,37,37,2698.5201585842296,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2698.493918917142,2698.4940486671403,2698.4940625000745,2698.5201585842296,2698.5201585842296,2698.5201585842296,2698.5201585842296,2701.510562959127,2701.510562959127,2702.4965404593386,1,1,2.2224646667018533,0.18009854201227427,None,2702.4971709591337,2702.4972465001047,None,2702.49737041723,2702.4974101670086,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_118_seed_1.png,38,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,38,38,38,2702.523354000412,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2702.4978442923166,2702.497980750166,2702.4979971670546,2702.523354000412,2702.523354000412,2702.523354000412,2702.523354000412,2705.523839375004,2705.523839375004,2706.506485334132,2,1,1.454374042339623,0.14093391690403223,None,2706.5070380843244,2706.5070992503315,None,2706.5071974592283,2706.5072296252474,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,39,39,39,2706.515794709325,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2706.5075882091187,2706.507708209101,2706.507722334005,2706.515794709325,2706.515794709325,2706.515794709325,2706.515794709325,2709.5115632503293,2709.5115632503293,2710.5076906671748,None,0,,,None,2710.508353792131,2710.508439875208,None,2710.508696333971,2710.5087619591504,None,2710.533502000384,2710.533502000384,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_472_seed_1.png,40,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,40,40,40,2710.533502000384,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2710.5093769170344,2710.509518209379,2710.5095393341035,2710.533502000384,2710.533502000384,2710.533502000384,2710.533502000384,2713.540320042055,2713.540320042055,2714.511561334133,1,1,1.0172821669839323,0.1509887082502246,None,2714.5121862092055,2714.512258209288,None,2714.51236237539,2714.5123945842497,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_460_seed_1.png,41,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,41,41,41,2714.534114875365,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2714.512762584258,2714.512898792047,2714.5129128750414,2714.534114875365,2714.534114875365,2714.534114875365,2714.534114875365,2717.5275271250866,2717.5275271250866,2718.5237174173817,2,0,2.0866678757593036,0.12189737521111965,None,2718.5244017089717,2718.524478792213,None,2718.52459783433,2718.524641459342,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/10_56.png,42,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,42,42,42,2718.542747292202,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2718.525233125314,2718.5253854594193,2718.525405834429,2718.542747292202,2718.542747292202,2718.542747292202,2718.542747292202,2721.542423417326,2721.542423417326,2722.525981250219,1,1,1.8349780826829374,0.1390598751604557,None,2722.5266027501784,2722.52667458402,None,2722.5267951251008,2722.526834125165,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_648_seed_1.png,43,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,43,43,43,2722.5541721251793,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2722.527262542397,2722.5273819593713,2722.5273983753286,2722.5541721251793,2722.5541721251793,2722.5541721251793,2722.5541721251793,2725.5436128750443,2725.5436128750443,2726.5405138339847,1,0,1.6485069170594215,0.18802595883607864,None,2726.541031875182,2726.541091750376,None,2726.5411880840547,2726.541220167186,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_622_seed_1.png,44,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,44,44,44,2726.568212834187,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2726.5415975842625,2726.541705999989,2726.54171908414,2726.568212834187,2726.568212834187,2726.568212834187,2726.568212834187,2729.560332167428,2729.560332167428,2730.5449830843136,2,0,1.8915573763661087,0.19798895763233304,None,2730.54543508403,2730.5454825842753,None,2730.5455468753353,2730.545569334179,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_32_seed_1.png,45,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,45,45,45,2730.5647904169746,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2730.545826834161,2730.545927084051,2730.5459362091497,2730.5647904169746,2730.5647904169746,2730.5647904169746,2730.5647904169746,2733.5739639592357,2733.5739639592357,2734.557236667257,1,1,2.1070319577120245,0.15894658397883177,None,2734.5578130842187,2734.5578782921657,None,2734.5579765420407,2734.558010209352,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_653_seed_1.png,46,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,46,46,46,2734.5860850000754,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2734.5583892920986,2734.5585095002316,2734.558522833977,2734.5860850000754,2734.5860850000754,2734.5860850000754,2734.5860850000754,2737.576589500066,2737.576589500066,2738.5608510840684,1,1,2.0727043338119984,0.16304020816460252,None,2738.561390709132,2738.5614525424317,None,2738.5615487094037,2738.5615766253322,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_257_seed_1.png,47,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,47,47,47,2738.584856542293,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2738.5618859170936,2738.5619910000823,2738.562002417166,2738.584856542293,2738.584856542293,2738.584856542293,2738.584856542293,2741.577129292302,2741.577129292302,2742.5741199590266,1,1,1.4408907499164343,0.17596445884555578,None,2742.574553250335,2742.5745985424146,None,2742.574663042091,2742.574685459025,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_167_seed_1.png,48,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,48,48,48,2742.5911012091674,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2742.574953084346,2742.575050292071,2742.5750591252,2742.5911012091674,2742.5911012091674,2742.5911012091674,2742.5911012091674,2745.576734959148,2745.576734959148,2746.5745772924274,1,1,1.6577631668187678,0.1689625410363078,None,2746.5757613750175,2746.5758972503245,None,2746.576079792343,2746.576137959026,None,2746.58813287504,2746.58813287504,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,49,49,49,2746.58813287504,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2746.576994500123,2746.5771745000966,2746.577195167076,2746.58813287504,2746.58813287504,2746.58813287504,2746.58813287504,2749.579356167,2749.579356167,2750.575884959195,None,0,,,None,2750.576567167416,2750.5766374589875,None,2750.576715625357,2750.5767406253144,None,2750.5897347922437,2750.5897347922437,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/21_33.png,50,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,50,50,50,2750.5897347922437,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2750.577042667195,2750.5771485003643,2750.5771588343196,2750.5897347922437,2750.5897347922437,2750.5897347922437,2750.5897347922437,2753.5904194591567,2753.5904194591567,2754.5738390004262,1,1,1.0321493339724839,0.16596054192632437,None,2754.5743567091413,2754.574415750336,None,2754.5745113752782,2754.5745444591157,None,2754.598731334321,2754.598731334321,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_202_seed_1.png,51,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,51,51,51,2754.598731334321,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2754.5749083752744,2754.5750018754043,2754.5750154173,2754.598731334321,2754.598731334321,2754.598731334321,2754.598731334321,2757.60716133425,2757.60716133425,2758.576311666984,1,1,2.4951284579001367,0.1470029167830944,None,2758.577190792188,2758.577258125413,None,2758.577317625284,2758.577338667121,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_463_seed_1.png,52,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,52,52,52,2758.5946895000525,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2758.577604584396,2758.57774254214,2758.5777509170584,2758.5946895000525,2758.5946895000525,2758.5946895000525,2758.5946895000525,2761.59237437509,2761.59237437509,2762.5927145844325,1,1,0.8652956667356193,0.1358234160579741,None,2762.593070917297,2762.593119916972,None,2762.5931883752346,2762.593210000079,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_261_seed_1.png,53,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,53,53,53,2762.6161006670445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2762.5934574999847,2762.5935258343816,2762.5935345422477,2762.6161006670445,2762.6161006670445,2762.6161006670445,2762.6161006670445,2765.6132424171083,2765.6132424171083,2766.6071475842036,1,1,1.1078070420771837,0.16505599999800324,None,2766.6076660421677,2766.6077247089706,None,2766.607819542289,2766.607851459179,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_676_seed_1.png,54,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,54,54,54,2766.6339127924293,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2766.60823787516,2766.6083455840126,2766.608358917292,2766.6339127924293,2766.6339127924293,2766.6339127924293,2766.6339127924293,2769.640573959332,2769.640573959332,2770.609482667409,1,1,1.3799943327903748,0.17194162495434284,None,2770.6101230001077,2770.6101949173026,None,2770.6103183752857,2770.610359250102,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_340_seed_1.png,55,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,55,55,55,2770.6336332093924,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2770.6107955002226,2770.6109567503445,2770.610973750241,2770.6336332093924,2770.6336332093924,2770.6336332093924,2770.6336332093924,2773.640510959085,2773.640510959085,2774.624041000381,2,0,1.285265751183033,0.13797487504780293,None,2774.62452004198,2774.6245708754286,None,2774.6246449169703,2774.6246890421025,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_55_seed_1.png,56,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,56,56,56,2774.646912125405,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2774.6249880841933,2774.6250930000097,2774.625103000086,2774.646912125405,2774.646912125405,2774.646912125405,2774.646912125405,2777.647533125244,2777.647533125244,2778.627394542098,1,1,1.1350339171476662,0.13192175002768636,None,2778.6280199172907,2778.6280925842,None,2778.62821045937,2778.6282515004277,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_96_seed_1.png,57,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,57,57,57,2778.653436125256,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2778.628684000112,2778.628805334214,2778.628821667284,2778.653436125256,2778.653436125256,2778.653436125256,2778.653436125256,2781.6573312501423,2781.6573312501423,2782.64067908423,1,1,1.3335619173012674,0.14493662491440773,None,2782.6412156671286,2782.6412769174203,None,2782.641380375251,2782.641412834171,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_165_seed_1.png,58,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,58,58,58,2782.668340209406,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2782.641775791999,2782.641889959108,2782.641903541982,2782.668340209406,2782.668340209406,2782.668340209406,2782.668340209406,2785.6621024999768,2785.6621024999768,2786.6444981251843,1,1,0.9156635007821023,0.11994158336892724,None,2786.6452575000003,2786.645343792159,None,2786.6454675840214,2786.6455131252296,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,59,59,59,2786.6564657501876,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2786.6460277093574,2786.64626700012,2786.6462856251746,2786.6564657501876,2786.6564657501876,2786.6564657501876,2786.6564657501876,2789.64443554217,2789.64443554217,2790.6436446672305,None,0,,,None,2790.644087875262,2790.6441554171033,None,2790.644281625282,2790.6443197503686,None,2790.6680480423383,2790.6680480423383,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_240_seed_1.png,60,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,60,60,60,2790.6680480423383,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2790.644756667316,2790.644869042095,2790.644888084382,2790.6680480423383,2790.6680480423383,2790.6680480423383,2790.6680480423383,2793.660788750276,2793.660788750276,2794.660093334038,1,1,0.837050125002861,0.14680983405560255,None,2794.6610567923635,2794.6611443343572,None,2794.6612446252257,2794.6612790422514,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_457_seed_1.png,61,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,61,61,61,2794.6853675842285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2794.6617173752747,2794.661874542013,2794.661888333969,2794.6853675842285,2794.6853675842285,2794.6853675842285,2794.6853675842285,2797.6790213342756,2797.6790213342756,2798.674108834006,1,1,1.0415756669826806,0.17313383286818862,None,2798.6747320001014,2798.6748065003194,None,2798.6749343751,2798.674973625224,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_109_seed_1.png,62,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,62,62,62,2798.701632125303,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2798.6754018343054,2798.6755422502756,2798.6755588343367,2798.701632125303,2798.701632125303,2798.701632125303,2798.701632125303,2801.6937336670235,2801.6937336670235,2802.675846667029,1,0,1.8674833332188427,0.1548569998703897,None,2802.6764698340558,2802.676541209221,None,2802.6766570843756,2802.676696666982,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_231_seed_1.png,63,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,63,63,63,2802.7011322923936,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2802.6771332924254,2802.677250834182,2802.677269875072,2802.7011322923936,2802.7011322923936,2802.7011322923936,2802.7011322923936,2805.7083248342387,2805.7083248342387,2806.677715709433,1,0,1.1530312919057906,0.1299087912775576,None,2806.6783414171077,2806.67841316713,None,2806.678529042285,2806.6785677503794,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_493_seed_1.png,64,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,64,64,64,2806.70261687506,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2806.679005375132,2806.679147459101,2806.6791642503813,2806.70261687506,2806.70261687506,2806.70261687506,2806.70261687506,2809.6939816670492,2809.6939816670492,2810.6936055840924,1,1,1.4345172080211341,0.16991212498396635,None,2810.694008000195,2810.694053458981,None,2810.694126542192,2810.6941507090814,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_472_seed_1.png,65,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,65,65,65,2810.7141574174166,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2810.69442087505,2810.6944927503355,2810.6945024593733,2810.7141574174166,2810.7141574174166,2810.7141574174166,2810.7141574174166,2813.724355334416,2813.724355334416,2814.710823834408,2,1,2.878977832850069,None,None,2814.7114338343963,2814.7114861672744,None,2814.71156025026,2814.711586584337,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_549_seed_1.png,66,0,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,66,66,66,2814.736137875356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2814.7118735420518,2814.7119482504204,2814.711958042346,2814.736137875356,2814.736137875356,2814.736137875356,2814.736137875356,2817.740686375182,2817.740686375182,2818.72632558411,1,1,2.040907667018473,0.18498937506228685,None,2818.7269631251693,2818.727034084033,None,2818.7271542921662,2818.7271937923506,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_736_seed_1.png,67,0,1,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,67,67,67,2818.7519919592887,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2818.727555999998,2818.7276543341577,2818.7276672921143,2818.7519919592887,2818.7519919592887,2818.7519919592887,2818.7519919592887,2821.759838584345,2821.759838584345,2822.7288072090596,2,1,1.4550613332539797,0.16105412505567074,None,2822.72935275035,2822.729417625349,None,2822.729514000006,2822.7295473343693,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,6,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,68,68,68,2822.7399587919936,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2822.729904834181,2822.7300083753653,2822.7300216252916,2822.7399587919936,2822.7399587919936,2822.7399587919936,2822.7399587919936,2825.7270443341695,2825.7270443341695,2826.7274577920325,None,0,,,None,2826.728028042242,2826.7281205421314,None,2826.7282067500055,2826.728234084323,None,2826.7406709589995,2826.7406709589995,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,6,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,6,0,6,0,0,69,69,69,2826.7406709589995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2826.728595792316,2826.728699709289,2826.7287095421925,2826.7406709589995,2826.7406709589995,2826.7406709589995,2826.7406709589995,2829.743387875147,2829.743387875147,2830.7251810422167,None,0,,,None,2830.725569125265,2839.391544167418,1,2839.3920921674,2862.2420594589785,equal,2830.740326208994,2830.740326208994,,,2830.740326208994,2830.740326208994,8.64085708418861,None,2839.399946084246,2839.399946084246,22.83737762598321,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,6,0,6,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_713_seed_1.png,0,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,0,0,0,2862.278497584164,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2862.2575785419904,2862.258146333974,2862.2581647923216,2862.278497584164,2862.278497584164,2862.278497584164,2862.278497584164,2865.277911250014,2865.277911250014,2866.2600667499937,1,1,1.1137054581195116,0.19605854200199246,None,2866.261095209047,2866.2611732501537,None,2866.2613858752884,2866.2614250001498,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_478_seed_1.png,1,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,1,1,1,2866.285130625125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2866.2619487503543,2866.263302375097,2866.2633245843463,2866.285130625125,2866.285130625125,2866.285130625125,2866.285130625125,2869.2908282503486,2869.2908282503486,2870.275482750032,1,1,1.7760599171742797,0.15201120916754007,None,2870.2763632093556,2870.2764502093196,None,2870.276578417048,2870.2766266250983,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_95_seed_1.png,2,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,2,2,2,2870.3045267499983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2870.277209042106,2870.27746137511,2870.277479500044,2870.3045267499983,2870.3045267499983,2870.3045267499983,2870.3045267499983,2873.295490584336,2873.295490584336,2874.2908835844137,1,1,0.7257053749635816,0.19104087492451072,None,2874.2914524590597,2874.2915144171566,None,2874.291614667047,2874.2916480423883,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_479_seed_1.png,3,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,3,3,3,2874.3169992091134,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2874.292043584399,2874.2921511670575,2874.292164917104,2874.3169992091134,2874.3169992091134,2874.3169992091134,2874.3169992091134,2877.3244642093778,2877.3244642093778,2878.3106834590435,1,1,1.7572226249612868,0.16111458372324705,None,2878.3116175001487,2878.311713834293,None,2878.311842209194,2878.311887834221,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_350_seed_1.png,4,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,4,4,4,2878.337519292254,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2878.312756834086,2878.312940709293,2878.31296195928,2878.337519292254,2878.337519292254,2878.337519292254,2878.337519292254,2881.341281375382,2881.341281375382,2882.3263856251724,1,1,0.7907731672748923,0.16602916596457362,None,2882.3271057093516,2882.3271767091937,None,2882.3273069593124,2882.3273468753323,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_513_seed_1.png,5,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,5,5,5,2882.352048375178,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2882.327783667017,2882.3279317920096,2882.327948334161,2882.352048375178,2882.352048375178,2882.352048375178,2882.352048375178,2885.34436020907,2885.34436020907,2886.3409424172714,2,0,1.916201958898455,0.18200987484306097,['1'],2886.341956375167,2886.3420204999857,None,2886.342124042101,2886.342158959247,None,,,[1.3912027920596302],[0.21307208389043808],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_734_seed_1.png,6,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,6,6,6,2886.3670765422285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2886.3425385840237,2886.34266891703,2886.3426824170165,2886.3670765422285,2886.3670765422285,2886.3670765422285,2886.3670765422285,2889.3639806252904,2889.3639806252904,2890.3438004171476,1,1,0.7941838749684393,0.11806100001558661,None,2890.344326084014,2890.344386000186,None,2890.344481667038,2890.3445158340037,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_log_cabin2.jpg,7,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,7,7,7,2890.356906084344,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2890.344904667232,2890.34500254225,2890.3450158340856,2890.356906084344,2890.356906084344,2890.356906084344,2890.356906084344,2893.357402750291,2893.357402750291,2894.3409303752705,1,1,1.2004683339037001,0.13790195807814598,None,2894.3413787502795,2894.341426125262,None,2894.3415062092245,2894.341534375213,None,2894.363360584248,2894.363360584248,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_80_seed_1.png,8,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,8,8,8,2894.363360584248,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2894.3418705002405,2894.341949417256,2894.341963917017,2894.363360584248,2894.363360584248,2894.363360584248,2894.363360584248,2897.357586042024,2897.357586042024,2898.3455031253397,1,1,1.0949822920374572,0.16896233288571239,None,2898.3464303342625,2898.346534084063,None,2898.346808584407,2898.3468966670334,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_627_seed_1.png,9,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,9,9,9,2898.372631375212,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2898.3475101673976,2898.347653375007,2898.347673292272,2898.372631375212,2898.372631375212,2898.372631375212,2898.372631375212,2901.3745856671594,2901.3745856671594,2902.3479863340035,1,1,2.478728082962334,0.1969379591755569,None,2902.3484906670637,2902.3485391251743,None,2902.348614167422,2902.348638250027,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_649_seed_1.png,10,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,10,10,10,2902.3679332500324,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2902.3489202093333,2902.349021792412,2902.3490317501128,2902.3679332500324,2902.3679332500324,2902.3679332500324,2902.3679332500324,2905.3745248341,2905.3745248341,2906.3576371250674,1,1,0.9484632089734077,0.15601108269765973,None,2906.358151084278,2906.358211334329,None,2906.3583055841736,2906.3583382922225,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_346_seed_1.png,11,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,11,11,11,2906.37989591714,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2906.358719792217,2906.3588166250847,2906.358830125071,2906.37989591714,2906.37989591714,2906.37989591714,2906.37989591714,2909.39098891709,2909.39098891709,2910.3613682091236,1,1,1.0885448758490384,0.12099804123863578,None,2910.3618452502415,2910.361897875089,None,2910.3619812093675,2910.362008875236,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_644_seed_1.png,12,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,12,12,12,2910.385428750422,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2910.362320500426,2910.3624077923596,2910.3624192089774,2910.385428750422,2910.385428750422,2910.385428750422,2910.385428750422,2913.3910362920724,2913.3910362920724,2914.3745397091843,1,1,2.5059030009433627,0.19713487522676587,None,2914.375112000387,2914.3751757503487,None,2914.375271375291,2914.3753044591285,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,13,1,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,13,13,13,2914.3853748752736,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2914.3756792093627,2914.3758026249707,2914.3758162092417,2914.3853748752736,2914.3853748752736,2914.3853748752736,2914.3853748752736,2917.377251834143,2917.377251834143,2918.3758505000733,None,0,,,None,2918.3764939173125,2918.376572167035,None,2918.376698709093,2918.376744459383,None,2918.3960400000215,2918.3960400000215,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_37_seed_1.png,14,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,14,14,14,2918.3960400000215,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2918.377424084116,2918.3775619589724,2918.377572959289,2918.3960400000215,2918.3960400000215,2918.3960400000215,2918.3960400000215,2921.3936232919805,2921.3936232919805,2922.3788191671483,1,1,1.2193951667286456,0.13190858392044902,None,2922.3792785843834,2922.3793265423737,None,2922.3793979589827,2922.379423000384,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_453_seed_1.png,15,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,15,15,15,2922.400739750359,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2922.3796995002776,2922.379803334363,2922.379813459236,2922.400739750359,2922.400739750359,2922.400739750359,2922.400739750359,2925.3943863343447,2925.3943863343447,2926.3912960421294,2,1,1.557594584301114,0.14510420802980661,None,2926.391700875014,2926.3917416250333,None,2926.3918006671593,2926.391819792334,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_430_seed_1.png,16,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,16,16,16,2926.4083426673897,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2926.3920698752627,2926.392172000371,2926.392180000432,2926.4083426673897,2926.4083426673897,2926.4083426673897,2926.4083426673897,2929.4105701250955,2929.4105701250955,2930.3938369173557,2,1,2.0930974171496928,0.15695104096084833,None,2930.394902167376,2930.3951154174283,None,2930.395320792217,2930.3954024170525,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_561_seed_1.png,17,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,17,17,17,2930.4206240423955,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2930.3960745842196,2930.39617483411,2930.396187417209,2930.4206240423955,2930.4206240423955,2930.4206240423955,2930.4206240423955,2933.4114560419694,2933.4114560419694,2934.410392125137,1,1,1.0088391252793372,0.14503783360123634,None,2934.4114923751913,2934.411583959125,None,2934.411692917347,2934.4117296673357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_236_seed_1.png,18,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,18,18,18,2934.437625542283,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2934.4121382921003,2934.412247084081,2934.412260792218,2934.437625542283,2934.437625542283,2934.437625542283,2934.437625542283,2937.426866417285,2937.426866417285,2938.4128212924115,1,1,1.2348984591662884,0.16088945791125298,None,2938.4131883340888,2938.413227375131,None,2938.4132811673917,2938.413299167063,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_171_seed_1.png,19,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,19,19,19,2938.4280736250803,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2938.4135111672804,2938.413590625394,2938.4135978342965,2938.4280736250803,2938.4280736250803,2938.4280736250803,2938.4280736250803,2941.427273334004,2941.427273334004,2942.41174400039,1,1,0.7064454173669219,0.13495858386158943,None,2942.4122647922486,2942.4123233752325,None,2942.412416834384,2942.4124482921325,None,2942.439126209356,2942.439126209356,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_217_seed_1.png,20,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,20,20,20,2942.439126209356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2942.412800542079,2942.4128940841183,2942.4129103752784,2942.439126209356,2942.439126209356,2942.439126209356,2942.439126209356,2945.427196417004,2945.427196417004,2946.4273764169775,1,1,2.0233224579133093,0.11902537476271391,None,2946.427770584356,2946.4278170419857,None,2946.427887375001,2946.4279113751836,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_392_seed_1.png,21,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,21,21,21,2946.449409375433,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2946.428180209361,2946.4282521670684,2946.428262125235,2946.449409375433,2946.449409375433,2946.449409375433,2946.449409375433,2949.445419375319,2949.445419375319,2950.441091042012,1,1,1.600161709357053,0.20288545778021216,None,2950.4416065420955,2950.4416655004025,None,2950.441760084126,2950.441792792175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_604_seed_1.png,22,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,22,22,22,2950.463311749976,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2950.442147792317,2950.4422449171543,2950.4422585000284,2950.463311749976,2950.463311749976,2950.463311749976,2950.463311749976,2953.4765959591605,2953.4765959591605,2954.4440995003097,1,1,1.183175124693662,0.15603700000792742,None,2954.4443994592875,2954.4444333342835,None,2954.4444841672666,2954.4445017920807,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_218_seed_1.png,23,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,23,23,23,2954.4627511249855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2954.4447036250494,2954.444755792152,2954.4447631672956,2954.4627511249855,2954.4627511249855,2954.4627511249855,2954.4627511249855,2957.4617242501117,2957.4617242501117,2958.460979958996,1,1,0.6616821251809597,0.15608316706493497,None,2958.4615402501076,2958.4616035842337,None,2958.4617019593716,2958.461734334007,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,24,1,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,24,24,24,2958.47429279238,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2958.4621180421673,2958.462218500208,2958.462231541984,2958.47429279238,2958.47429279238,2958.47429279238,2958.47429279238,2961.476121334359,2961.476121334359,2962.460612375289,None,0,,,None,2962.4612061250955,2962.461308375001,None,2962.4613695843145,2962.4613912920468,None,2962.4785687089898,2962.4785687089898,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_252_seed_1.png,25,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,25,25,25,2962.4785687089898,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2962.4616645839997,2962.461761667393,2962.4617689172737,2962.4785687089898,2962.4785687089898,2962.4785687089898,2962.4785687089898,2965.4749073754065,2965.4749073754065,2966.4616108750924,1,1,1.3560559577308595,0.1499679172411561,None,2966.462687584106,2966.4628249173984,None,2966.4629888753407,2966.4630501670763,None,2966.4881907920353,2966.4881907920353,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_326_seed_1.png,26,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,26,26,26,2966.4881907920353,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2966.463775209151,2966.4638857920654,2966.4639015840366,2966.4881907920353,2966.4881907920353,2966.4881907920353,2966.4881907920353,2969.4805815843865,2969.4805815843865,2970.4752419171855,2,1,1.3334145839326084,0.14591558324173093,None,2970.4762023342773,2970.476309250109,None,2970.476461084094,2970.47651829198,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_29_seed_1.png,27,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,27,27,27,2970.497338999994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2970.4772278750315,2970.4774188343436,2970.4774365844205,2970.497338999994,2970.497338999994,2970.497338999994,2970.497338999994,2973.491273375228,2973.491273375228,2974.491329625249,1,1,1.55434091668576,0.13894945895299315,None,2974.491868125275,2974.4919417924248,None,2974.4920308752917,2974.492058959324,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_607_seed_1.png,28,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,28,28,28,2974.5160357500426,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2974.4923804174177,2974.49250445934,2974.4925163341686,2974.5160357500426,2974.5160357500426,2974.5160357500426,2974.5160357500426,2977.510924250353,2977.510924250353,2978.49431483401,1,1,1.9715711250901222,0.1500487090088427,None,2978.494939125143,2978.4950110842474,None,2978.495131541975,2978.495173209347,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_310_seed_1.png,29,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,29,29,29,2978.5193470004015,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2978.4956033341587,2978.495722917374,2978.4957391670905,2978.5193470004015,2978.5193470004015,2978.5193470004015,2978.5193470004015,2981.5112033751793,2981.5112033751793,2982.5081944591366,1,1,1.5212825420312583,0.14202433405444026,None,2982.5086248340085,2982.508670834359,None,2982.508736875374,2982.5087589593604,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_158_1.png,30,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,30,30,30,2982.526828792412,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2982.5090173343197,2982.5091172922403,2982.509126042016,2982.526828792412,2982.526828792412,2982.526828792412,2982.526828792412,2985.527888750192,2985.527888750192,2986.5124531672336,1,1,1.4928485420532525,0.15204058401286602,None,2986.513126167003,2986.5132103343494,None,2986.513337542303,2986.5133806671947,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_741_seed_1.png,31,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,31,31,31,2986.5400800001808,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2986.513879959006,2986.5140226250514,2986.514042166993,2986.5400800001808,2986.5400800001808,2986.5400800001808,2986.5400800001808,2989.54144787509,2989.54144787509,2990.5143802920356,1,1,1.6175108337774873,0.16604941710829735,None,2990.515032917261,2990.5151041671634,None,2990.515221625101,2990.51526445942,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_155_seed_1.png,32,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,32,32,32,2990.537805667147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2990.5156918750145,2990.515835250262,2990.5158517924137,2990.537805667147,2990.537805667147,2990.537805667147,2990.537805667147,2993.5415647090413,2993.5415647090413,2994.5246451250277,1,1,1.6919220839627087,0.15700679132714868,None,2994.5252229170874,2994.525287833996,None,2994.5253856251948,2994.52542008413,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_101_seed_1.png,33,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,33,33,33,2994.5426269592717,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2994.5258016670123,2994.5259017092176,2994.5259152920917,2994.5426269592717,2994.5426269592717,2994.5426269592717,2994.5426269592717,2997.5412930422463,2997.5412930422463,2998.5282127093524,1,1,1.727086876053363,0.15491395816206932,None,2998.528688667342,2998.52874429198,None,2998.5288260420784,2998.5288542499766,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_84_seed_1.png,34,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,34,34,34,2998.5499720419757,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2998.529163459316,2998.5292690843344,2998.5292806671932,2998.5499720419757,2998.5499720419757,2998.5499720419757,2998.5499720419757,3001.5445720423013,3001.5445720423013,3002.5413661249913,2,1,1.6777507923543453,0.1629742495715618,None,3002.5419845003635,3002.5420554592274,None,3002.5421702093445,3002.5422095423564,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_283_seed_1.png,35,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,35,35,35,3002.566678042058,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3002.5426798341796,3002.542801667005,3002.542820584029,3002.566678042058,3002.566678042058,3002.566678042058,3002.566678042058,3005.5746296253055,3005.5746296253055,3006.544179417193,1,1,0.834066626150161,0.13800579076632857,None,3006.5446894592606,3006.5447488343343,None,3006.5448484173976,3006.5448810840026,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,36,1,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,36,36,36,3006.557473250199,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3006.5452585001476,3006.5453559593298,3006.5453694174066,3006.557473250199,3006.557473250199,3006.557473250199,3006.557473250199,3009.558309167158,3009.558309167158,3010.541527000256,None,0,,,None,3010.541934000328,3010.541992792394,None,3010.542100667022,3010.542133125011,None,3010.5711803343147,3010.5711803343147,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_498_seed_1.png,37,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,37,37,37,3010.5711803343147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3010.542510583997,3010.5426040003076,3010.5426199589856,3010.5711803343147,3010.5711803343147,3010.5711803343147,3010.5711803343147,3013.564171084203,3013.564171084203,3014.5445819171146,1,1,1.4015942090190947,0.1330145001411438,None,3014.545472584199,3014.5456554591656,None,3014.5458157924004,3014.5458503752016,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_53_seed_1.png,38,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,38,38,38,3014.5704114171676,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3014.5461864173412,3014.5462682503276,3014.5462787500583,3014.5704114171676,3014.5704114171676,3014.5704114171676,3014.5704114171676,3017.5605334592983,3017.5605334592983,3018.560939917341,1,1,2.7143940841779113,0.2308830409310758,None,3018.5620723343454,3018.56221104227,None,3018.5624883342534,3018.562543417327,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_541_seed_1.png,39,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,39,39,39,3018.5873517920263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3018.562973459251,3018.563052291982,3018.5630628340878,3018.5873517920263,3018.5873517920263,3018.5873517920263,3018.5873517920263,3021.594136292115,3021.594136292115,3022.5631097923033,1,1,0.8174640010111034,0.14496145816519856,None,3022.5634261672385,3022.5634604590014,None,3022.563511959277,3022.5635304590687,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_51_seed_1.png,40,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,40,40,40,3022.5800406252965,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3022.5637371670455,3022.563790042419,3022.5637971670367,3022.5800406252965,3022.5800406252965,3022.5800406252965,3022.5800406252965,3025.5770910843275,3025.5770910843275,3026.574788042344,1,1,0.8847697079181671,0.1500169998034835,None,3026.575533250347,3026.5756281670183,None,3026.5757800419815,3026.575845417101,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_559_seed_1.png,41,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,41,41,41,3026.6015257923864,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3026.576445667073,3026.5766149591655,3026.5766363753937,3026.6015257923864,3026.6015257923864,3026.6015257923864,3026.6015257923864,3029.6080293343402,3029.6080293343402,3030.5782241253182,1,1,0.9402534170076251,0.15599237522110343,None,3030.5789992092177,3030.579089709092,None,3030.5792386252433,3030.579289417248,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_156_seed_1.png,42,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,42,42,42,3030.604472750332,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3030.579855625052,3030.580021167174,3030.5800417922437,3030.604472750332,3030.604472750332,3030.604472750332,3030.604472750332,3033.610136500094,3033.610136500094,3034.5913627920672,1,1,1.105330334044993,0.179087582975626,None,3034.59171800036,3034.591758917086,None,3034.591822959017,3034.5918440422975,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_412_seed_1.png,43,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,43,43,43,3034.6161086671054,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3034.5920847500674,3034.5921493340284,3034.592158125248,3034.6161086671054,3034.6161086671054,3034.6161086671054,3034.6161086671054,3037.6247730422765,3037.6247730422765,3038.593721625395,2,0,1.1506198341958225,0.17809258308261633,None,3038.5942482091486,3038.5943093341775,None,3038.5943942922167,3038.5944232922047,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_20_seed_1.png,44,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,44,44,44,3038.6160698342137,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3038.59473941708,3038.594862834085,3038.5948747922666,3038.6160698342137,3038.6160698342137,3038.6160698342137,3038.6160698342137,3041.6116062924266,3041.6116062924266,3042.608198792208,1,1,1.126744333654642,0.13997829239815474,None,3042.6087152091786,3042.608775375411,None,3042.608870250173,3042.6089030420408,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_368_seed_1.png,45,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,45,45,45,3042.6328394999728,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3042.6092598340474,3042.6093777501956,3042.609391709324,3042.6328394999728,3042.6328394999728,3042.6328394999728,3042.6328394999728,3045.6280625839718,3045.6280625839718,3046.611178959254,1,1,2.5239528329111636,0.15904341684654355,None,3046.611709334422,3046.6117756674066,None,3046.6118778754026,3046.6119125420228,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,46,1,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,46,46,46,3046.624160709325,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3046.612299208995,3046.612399834208,3046.6124130003154,3046.624160709325,3046.624160709325,3046.624160709325,3046.624160709325,3049.6247311672196,3049.6247311672196,3050.6109875841066,None,0,,,None,3050.611286042258,3050.6113244593143,None,3050.611391875427,3050.611412709113,None,3050.6354604591615,3050.6354604591615,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_35_seed_1.png,47,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,47,47,47,3050.6354604591615,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3050.6116599594243,3050.611721834168,3050.6117308340035,3050.6354604591615,3050.6354604591615,3050.6354604591615,3050.6354604591615,3053.643950417172,3053.643950417172,3054.6246209591627,2,1,2.573316666763276,0.15403529210016131,None,3054.6251821671613,3054.625243625138,None,3054.625339917373,3054.6253738752566,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_702_seed_1.png,48,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,48,48,48,3054.652523417026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3054.6257545840926,3054.6259013754316,3054.625915000215,3054.652523417026,3054.652523417026,3054.652523417026,3054.652523417026,3057.644677125383,3057.644677125383,3058.6263187089935,1,1,1.0493711666204035,0.15300595900043845,None,3058.6273865844123,3058.6274924590252,None,3058.6276211673394,3058.627663125284,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_569_seed_1.png,49,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,49,49,49,3058.652156750206,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3058.6281220000237,3058.6282687503844,3058.628285709303,3058.652156750206,3058.652156750206,3058.652156750206,3058.652156750206,3061.658108000178,3061.658108000178,3062.642619000282,1,1,0.6357577089220285,0.15197925036773086,None,3062.643746084068,3062.6439327090047,None,3062.6441356251016,3062.6442064591683,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_237_seed_1.png,50,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,50,50,50,3062.670727000106,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3062.644962709397,3062.6452217921615,3062.645249125082,3062.670727000106,3062.670727000106,3062.670727000106,3062.670727000106,3065.6748364171945,3065.6748364171945,3066.6467111250386,1,1,2.0091154580004513,0.1551186670549214,None,3066.647409792058,3066.647488000337,None,3066.6476086671464,3066.6476483340375,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_584_seed_1.png,51,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,51,51,51,3066.672635459341,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3066.6480808751658,3066.6482193344273,3066.6482355003245,3066.672635459341,3066.672635459341,3066.672635459341,3066.672635459341,3069.6620992091484,3069.6620992091484,3070.6584353754297,1,1,1.4932988337241113,0.16193233337253332,None,3070.6589558753185,3070.659010292031,None,3070.659087459091,3070.6591137503274,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_312_seed_1.png,52,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,52,52,52,3070.678790166974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3070.659439250361,3070.6595587502234,3070.6595688341185,3070.678790166974,3070.678790166974,3070.678790166974,3070.678790166974,3073.6776118343696,3073.6776118343696,3074.6612105001695,1,1,1.726224458310753,0.1469827089458704,None,3074.6618501669727,3074.661927000154,None,3074.662046709098,3074.6620867503807,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_lighthouse1.jpg,53,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,53,53,53,3074.6783660841174,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3074.662482625339,3074.6625856673345,3074.6625989591703,3074.6783660841174,3074.6783660841174,3074.6783660841174,3074.6783660841174,3077.677718042396,3077.677718042396,3078.6628447091207,1,1,1.4126240839250386,0.15699716610834002,None,3078.6638789172284,3078.663985125255,None,3078.664122334216,3078.6641801670194,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_221_seed_1.png,54,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,54,54,54,3078.6930034169927,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3078.665000792127,3078.6652487502433,3078.66527158441,3078.6930034169927,3078.6930034169927,3078.6930034169927,3078.6930034169927,3081.694500709418,3081.694500709418,3082.6749567091465,1,1,1.1099706259556115,0.17500912491232157,None,3082.675473792013,3082.6755324592814,None,3082.6756286672316,3082.6756612923928,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_624_seed_1.png,55,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,55,55,55,3082.701026625,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3082.6760450000875,3082.6761535843834,3082.6761697502807,3082.701026625,3082.701026625,3082.701026625,3082.701026625,3085.7082162504084,3085.7082162504084,3086.6795619172044,1,1,1.3990106671117246,0.17094175005331635,None,3086.6799452090636,3086.679987750016,None,3086.6800521672703,3086.68007658422,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,56,56,56,3086.691032125149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3086.680321167223,3086.6804182920605,3086.6804273342714,3086.691032125149,3086.691032125149,3086.691032125149,3086.691032125149,3089.6946350843646,3089.6946350843646,3090.675004667137,None,0,,,None,3090.6753692501225,3090.675423750188,None,3090.675538084004,3090.6755700842477,None,3090.7002731254324,3090.7002731254324,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_742_seed_1.png,57,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,57,57,57,3090.7002731254324,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3090.6759481253102,3090.676041250117,3090.6760545424186,3090.7002731254324,3090.7002731254324,3090.7002731254324,3090.7002731254324,3093.6946000424214,3093.6946000424214,3094.677351542283,2,1,0.9807241670787334,0.17796158324927092,None,3094.678309542127,3094.6783942920156,None,3094.6784935002215,3094.678527959157,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_486_seed_1.png,58,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,58,58,58,3094.7026927503757,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3094.6789371250197,3094.6791066252626,3094.6791210840456,3094.7026927503757,3094.7026927503757,3094.7026927503757,3094.7026927503757,3097.695195125416,3097.695195125416,3098.6916987500153,1,1,1.3673176667653024,0.15303037501871586,None,3098.692309584003,3098.692383042071,None,3098.6924995840527,3098.6925399592146,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_483_seed_1.png,59,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,59,59,59,3098.7150649172254,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3098.6929799593054,3098.693098250311,3098.69311462529,3098.7150649172254,3098.7150649172254,3098.7150649172254,3098.7150649172254,3101.713026834186,3101.713026834186,3102.693966250401,1,1,1.8419477511197329,0.14401429099962115,None,3102.6948761250824,3102.694987334311,None,3102.6951178750023,3102.695167709142,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_475_seed_1.png,60,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,60,60,60,3102.7209464590997,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3102.6958550000563,3102.6959897503257,3102.696005749982,3102.7209464590997,3102.7209464590997,3102.7209464590997,3102.7209464590997,3105.724903250113,3105.724903250113,3106.7084406670183,1,1,1.0691372090950608,0.16799195809289813,None,3106.70901408419,3106.70907837525,None,3106.70917941723,3106.7092118342407,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_737_seed_1.png,61,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,61,61,61,3106.733826542273,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3106.709594709333,3106.709709000308,3106.7097221249714,3106.733826542273,3106.733826542273,3106.733826542273,3106.733826542273,3109.741924500093,3109.741924500093,3110.7124208752066,1,1,1.3742588330060244,0.1359637500718236,None,3110.7130710002966,3110.7131480001844,None,3110.7132621672936,3110.713302625343,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_147_seed_1.png,62,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,62,62,62,3110.7380700842477,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3110.713746209163,3110.713877875358,3110.7138952091336,3110.7380700842477,3110.7380700842477,3110.7380700842477,3110.7380700842477,3113.729941375088,3113.729941375088,3114.72814650042,1,1,2.005999625194818,0.1539735826663673,None,3114.7286687921733,3114.728725125082,None,3114.728806459345,3114.728835209273,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_461_seed_1.png,63,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,63,63,63,3114.752554167062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3114.72914566705,3114.7292596669868,3114.729271292221,3114.752554167062,3114.752554167062,3114.752554167062,3114.752554167062,3117.7466461253352,3117.7466461253352,3118.745166042354,1,1,1.1884898343123496,0.13900166656821966,None,3118.746218000073,3118.7463855003007,None,3118.7465522922575,3118.746612209361,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_377_seed_1.png,64,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,64,64,64,3118.767180209048,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3118.747363709379,3118.7475146669894,3118.747523084283,3118.767180209048,3118.767180209048,3118.767180209048,3118.767180209048,3121.762820959091,3121.762820959091,3122.758458459284,1,1,0.9969244580715895,0.14791079191491008,None,3122.7592377504334,3122.759346834384,None,3122.7595066251233,3122.7595574171282,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_646_seed_1.png,65,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,65,65,65,3122.784799708985,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3122.760129917413,3122.7602834170684,3122.760304125026,3122.784799708985,3122.784799708985,3122.784799708985,3122.784799708985,3125.7953879591078,3125.7953879591078,3126.7628260841593,1,1,1.4523778753355145,0.16598454164341092,None,3126.7633115840144,3126.7633662503213,None,3126.7634492921643,3126.7634770423174,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_274_seed_1.png,66,0,1,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 71]",,,,,7,0,7,0,0,66,66,66,3126.7861633752473,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3126.7637988342904,3126.763902500272,3126.763914459385,3126.7861633752473,3126.7861633752473,3126.7861633752473,3126.7861633752473,3129.7940971250646,3129.7940971250646,3130.775143417064,1,0,0.9728629169985652,0.17209174996241927,None,3130.7757062502205,3130.775770542212,None,3130.775867667049,3130.775900625158,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_536_seed_1.png,67,0,0,0,7,1,1,"[13, 24, 36, 46, 56, 68, 69, 70, 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71]",,,,,8,0,8,0,0,4,4,4,3217.785987459123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3217.763484042138,3217.76358020911,3217.7635934171267,3217.785987459123,3217.785987459123,3217.785987459123,3217.785987459123,3220.778756167274,3220.778756167274,3221.7754015843384,1,1,0.690379542298615,0.15811762493103743,None,3221.7760244170204,3221.776108625345,None,3221.776243959088,3221.77628354216,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_588_seed_1.png,5,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,5,5,5,3221.799664792139,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3221.776721250266,3221.7768439170904,3221.776859792415,3221.799664792139,3221.799664792139,3221.799664792139,3221.799664792139,3224.7941765841097,3224.7941765841097,3225.778591084294,1,1,1.1927630840800703,0.17293483298271894,None,3225.7791136251763,3225.779171375092,None,3225.779269625433,3225.7793028750457,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_97_seed_1.png,6,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,6,6,6,3225.8008873751387,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3225.7796570421197,3225.779753834009,3225.779767167289,3225.8008873751387,3225.8008873751387,3225.8008873751387,3225.8008873751387,3228.7964332923293,3228.7964332923293,3229.792082334403,1,1,1.6035737502388656,0.18005691654980183,None,3229.792649625335,3229.7927114591002,None,3229.7928079171106,3229.792841500137,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_565_seed_1.png,7,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,7,7,7,3229.812972959131,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3229.7932244590484,3229.793323042337,3229.793337125331,3229.812972959131,3229.812972959131,3229.812972959131,3229.812972959131,3232.808147209231,3232.808147209231,3233.7943915422074,1,0,1.4595572920516133,0.18690329184755683,None,3233.795276542194,3233.7953860419802,None,3233.795519084204,3233.795572709292,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_23_seed_1.png,8,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,8,8,8,3233.8164299591444,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3233.796397834085,3233.796569917351,3233.796584709082,3233.8164299591444,3233.8164299591444,3233.8164299591444,3233.8164299591444,3236.8127686250955,3236.8127686250955,3237.8087158752605,1,1,1.28004658408463,0.15093387477099895,None,3237.8093354590237,3237.8094107504003,None,3237.809535500128,3237.80957612535,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,9,9,9,3237.8195265000686,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3237.810002084356,3237.8101197923534,3237.810135959182,3237.8195265000686,3237.8195265000686,3237.8195265000686,3237.8195265000686,3240.8142705000937,3240.8142705000937,3241.8101500840858,None,0,,,None,3241.8105320842005,3241.8105810424313,None,3241.8106671250425,3241.8106952090748,None,3241.834270792082,3241.834270792082,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_328_seed_1.png,10,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,10,10,10,3241.834270792082,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3241.8110095839947,3241.811092334334,3241.81110454211,3241.834270792082,3241.834270792082,3241.834270792082,3241.834270792082,3244.8274068753235,3244.8274068753235,3245.8137513343245,2,0,2.8132949168793857,None,None,3245.81478912523,3245.8148842924275,None,3245.815021584276,3245.815069500357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_555_seed_1.png,11,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,11,11,11,3245.8409833339974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3245.8157562091947,3245.8158984594047,3245.815917417407,3245.8409833339974,3245.8409833339974,3245.8409833339974,3245.8409833339974,3248.8270956249908,3248.8270956249908,3249.825325375423,1,0,2.1174517502076924,0.14410004206001759,None,3249.8259477922693,3249.8260206673294,None,3249.826140584424,3249.826182417106,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_456_seed_1.png,12,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,12,12,12,3249.851246042177,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3249.8266125423834,3249.826749584172,3249.8267655842938,3249.851246042177,3249.851246042177,3249.851246042177,3249.851246042177,3252.8454061252996,3252.8454061252996,3253.8284579999745,1,1,1.9952440420165658,0.15703175030648708,None,3253.8289671670645,3253.829025834333,None,3253.829121750314,3253.829153667204,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_568_seed_1.png,13,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,13,13,13,3253.8526591253467,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3253.8295060000382,3253.8296024170704,3253.829615625087,3253.8526591253467,3253.8526591253467,3253.8526591253467,3253.8526591253467,3256.846583042294,3256.846583042294,3257.8438161672093,1,1,1.9549162508919835,0.16093954117968678,None,3257.8447481254116,3257.8448491250165,None,3257.8449756670743,3257.845024625305,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_550_seed_1.png,14,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,14,14,14,3257.8706870842725,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3257.8456784593873,3257.845851292368,3257.8458696249872,3257.8706870842725,3257.8706870842725,3257.8706870842725,3257.8706870842725,3260.8621544172056,3260.8621544172056,3261.861505709123,1,1,0.8418115423992276,0.14902199991047382,None,3261.861895042006,3261.861939709168,None,3261.8620094172657,3261.862033250276,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_652_seed_1.png,15,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,15,15,15,3261.8839811254293,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3261.862298125401,3261.862369917333,3261.8623797092587,3261.8839811254293,3261.8839811254293,3261.8839811254293,3261.8839811254293,3264.8786759171635,3264.8786759171635,3265.8755284589715,1,0,1.668573749717325,0.13610295904800296,['2'],3265.876626000274,3265.8767195423134,None,3265.876826084219,3265.8768626670353,None,,,[3.565558166708797],[0.16599791729822755],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_169_seed_1.png,16,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,16,16,16,3265.899588875007,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3265.8772549172863,3265.877355209086,3265.8773684590124,3265.899588875007,3265.899588875007,3265.899588875007,3265.899588875007,3268.8961574169807,3268.8961574169807,3269.8789060842246,2,0,1.2979385838843882,0.15513166598975658,None,3269.8795301252976,3269.879607542418,None,3269.8797264173627,3269.879767959006,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_219_seed_1.png,17,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,8,0,8,0,0,20,20,20,3281.918192125391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3281.8931654170156,3281.893257042393,3281.893270375207,3281.918192125391,3281.918192125391,3281.918192125391,3281.918192125391,3284.9143367921934,3284.9143367921934,3285.8954540421255,1,0,1.2114767511375248,0.16200445778667927,None,3285.895923375152,3285.895973709412,None,3285.896047042217,3285.8960726251826,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_255_seed_1.png,21,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,21,21,21,3285.9188230000436,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3285.8963691252284,3285.8964470420033,3285.8964575421996,3285.9188230000436,3285.9188230000436,3285.9188230000436,3285.9188230000436,3288.913577584084,3288.913577584084,3289.910644917283,1,1,1.194787375163287,0.1570540419779718,None,3289.9114348343574,3289.9115300839767,None,3289.9116822923534,3289.911733875051,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_3_seed_1.png,22,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,22,22,22,3289.9381099999882,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3289.912311500404,3289.9124635001644,3289.9124845000915,3289.9381099999882,3289.9381099999882,3289.9381099999882,3289.9381099999882,3292.943079125136,3292.943079125136,3293.926054459065,1,1,1.448650416918099,0.13995887525379658,None,3293.926566042006,3293.926620250102,None,3293.9267130000517,3293.9267418342642,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_220_seed_1.png,23,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,23,23,23,3293.9471761672758,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3293.9270692090504,3293.927186500281,3293.9271981250495,3293.9471761672758,3293.9471761672758,3293.9471761672758,3293.9471761672758,3296.9450787920505,3296.9450787920505,3297.928851334378,1,1,2.610504458192736,0.16193474968895316,None,3297.9293011249974,3297.929355750326,None,3297.9294372503646,3297.9294659174047,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/16_22.png,24,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,24,24,24,3297.9460399593227,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3297.929784375243,3297.929877542425,3297.929889500141,3297.9460399593227,3297.9460399593227,3297.9460399593227,3297.9460399593227,3300.9423057502136,3300.9423057502136,3301.929415584076,None,0,,,['2'],3301.9298344170675,3301.929878125433,None,3301.9299470842816,3301.9299690001644,None,3301.9477542093955,3301.9477542093955,[3.09270558366552],[0.16090779099613428],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_690_seed_1.png,25,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,25,25,25,3301.9477542093955,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3301.93021325022,3301.9302812921815,3301.9302903343923,3301.9477542093955,3301.9477542093955,3301.9477542093955,3301.9477542093955,3304.9464625422843,3304.9464625422843,3305.947622459382,1,1,1.4430148750543594,0.1579420417547226,None,3305.948266917374,3305.9483396671712,None,3305.948454250116,3305.948493333999,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_509_seed_1.png,26,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,26,26,26,3305.9729166249745,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3305.9489086251706,3305.9490567501634,3305.9490701253526,3305.9729166249745,3305.9729166249745,3305.9729166249745,3305.9729166249745,3308.964658000041,3308.964658000041,3309.95937045943,1,1,1.624824209138751,0.16191933304071426,None,3309.959844250232,3309.9598968341015,None,3309.9599712090567,3309.95999541739,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_615_seed_1.png,27,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,27,27,27,3309.9810293340124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3309.960277542006,3309.9603873342276,3309.960397625342,3309.9810293340124,3309.9810293340124,3309.9810293340124,3309.9810293340124,3312.992309542373,3312.992309542373,3313.962367084343,1,1,0.8587657916359603,0.1258618333376944,None,3313.9627629593015,3313.962808959186,None,3313.9628806253895,3313.9629045003094,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_625_seed_1.png,28,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,28,28,28,3313.9862347920425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3313.9631703752093,3313.9632413340732,3313.963251209352,3313.9862347920425,3313.9862347920425,3313.9862347920425,3313.9862347920425,3316.9793908749707,3316.9793908749707,3317.9774978342466,1,1,0.8215127498842776,0.14292508410289884,None,3317.9785357923247,3317.978617375251,None,3317.978721209336,3317.97875645943,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,29,29,29,3317.9889337089844,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3317.9791689170524,3317.979277209379,3317.9792910842225,3317.9889337089844,3317.9889337089844,3317.9889337089844,3317.9889337089844,3320.992362334393,3320.992362334393,3321.9761490840465,None,0,,,['1'],3321.9768594172783,3321.9769439999945,None,3321.9770680000074,3321.9771085423417,None,3322.007124209311,3322.007124209311,[3.1528319166973233],[0.1859146673232317],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_586_seed_1.png,30,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,30,30,30,3322.007124209311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3321.9776454172097,3321.9778115423396,3321.977832917124,3322.007124209311,3322.007124209311,3322.007124209311,3322.007124209311,3324.9970570420846,3324.9970570420846,3325.979617709294,1,1,0.7776600420475006,0.1540293339639902,None,3325.980261000339,3325.980333459098,None,3325.980451209005,3325.9804925844073,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_745_seed_1.png,31,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,31,31,31,3326.006924000103,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3325.9809442502446,3325.981094042305,3325.981110750232,3326.006924000103,3326.006924000103,3326.006924000103,3326.006924000103,3329.0091505842283,3329.0091505842283,3329.983518375084,1,1,0.9158829590305686,0.15293687488883734,None,3329.9839938343503,3329.9840458342806,None,3329.9841280840337,3329.9841554593295,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_544_seed_1.png,32,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,32,32,32,3330.0088749593124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3329.9844609173015,3329.984559334349,3329.9845707924105,3330.0088749593124,3330.0088749593124,3330.0088749593124,3330.0088749593124,3333.009156250395,3333.009156250395,3333.9925049589947,1,1,0.8368838331662118,0.1480317497625947,None,3333.9929771251045,3333.993026709184,None,3333.9931013751775,3333.9931274591945,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_636_seed_1.png,33,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,33,33,33,3334.016718875151,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3333.993407084141,3333.9935128754005,3333.9935232093558,3334.016718875151,3334.016718875151,3334.016718875151,3334.016718875151,3337.013554375153,3337.013554375153,3337.9951012092642,1,1,1.128996332641691,0.17809483408927917,None,3337.9956172090024,3337.995677625295,None,3337.99577662535,3337.9958094591275,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_406_seed_1.png,34,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,34,34,34,3338.014787875116,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3337.9961655423976,3337.996262084227,3337.996275459416,3338.014787875116,3338.014787875116,3338.014787875116,3338.014787875116,3341.012306250166,3341.012306250166,3341.996573125012,1,0,0.9000749168917537,0.1509409169666469,None,3341.9969755001366,3341.9970192504115,None,3341.9970854590647,3341.997106625233,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_144_seed_1.png,35,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,35,35,35,3342.0129875843413,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3341.99735083431,3341.997437875252,3341.99744708417,3342.0129875843413,3342.0129875843413,3342.0129875843413,3342.0129875843413,3345.0128032923676,3345.0128032923676,3346.008454625029,1,1,1.414841459132731,0.14998204074800014,None,3346.0087989591993,3346.008837291971,None,3346.0088951671496,3346.008914375212,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_505_seed_1.png,36,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,36,36,36,3346.024479292333,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3346.0091460840777,3346.009222500026,3346.009230459109,3346.024479292333,3346.024479292333,3346.024479292333,3346.024479292333,3349.01236966718,3349.01236966718,3350.0101377503015,2,1,2.281425917055458,0.16795608261600137,None,3350.011321792379,3350.0114662502892,None,3350.0116477091797,3350.011706667021,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_547_seed_1.png,37,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,37,37,37,3350.0335990423337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3350.0124613749795,3350.012804167345,3350.01282575028,3350.0335990423337,3350.0335990423337,3350.0335990423337,3350.0335990423337,3353.028487459291,3353.028487459291,3354.0257101673633,1,1,1.8362015839666128,0.19901575008407235,None,3354.026128792204,3354.0261723343283,None,3354.026238667313,3354.0262598344125,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_601_seed_1.png,38,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,38,38,38,3354.044275917113,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3354.026514542289,3354.026611542329,3354.0266203749925,3354.044275917113,3354.044275917113,3354.044275917113,3354.044275917113,3357.042960542254,3357.042960542254,3358.02918158425,1,1,1.8757012919522822,0.15589616727083921,None,3358.0296108750626,3358.0296563752927,None,3358.029722417239,3358.0297437920235,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,39,39,39,3358.042538250331,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3358.0299978749827,3358.0300940424204,3358.0301030841656,3358.042538250331,3358.042538250331,3358.042538250331,3358.042538250331,3361.0424378341995,3361.0424378341995,3362.0261455844156,None,0,,,None,3362.0264565842226,3362.0264947502874,None,3362.0265631671064,3362.0265842922963,None,3362.0486592920497,3362.0486592920497,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_351_seed_1.png,40,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,40,40,40,3362.0486592920497,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3362.026847125031,3362.0269094593823,3362.026918250136,3362.0486592920497,3362.0486592920497,3362.0486592920497,3362.0486592920497,3365.0454747090116,3365.0454747090116,3366.0282205003314,1,1,2.3772032922133803,0.13900758372619748,None,3366.028871584218,3366.028943500016,None,3366.029060250148,3366.029099792242,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_11_seed_1.png,41,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,41,41,41,3366.0552479173057,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3366.0295389173552,3366.029659625143,3366.0296759172343,3366.0552479173057,3366.0552479173057,3366.0552479173057,3366.0552479173057,3369.0592510001734,3369.0592510001734,3370.04260312533,2,1,1.6017472497187555,0.15197937516495585,None,3370.0431245840155,3370.0431845840067,None,3370.0432821670547,3370.0433153342456,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_560_seed_1.png,42,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,42,42,42,3370.0709011671133,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3370.043676667381,3370.0437859999947,3370.0437990841456,3370.0709011671133,3370.0709011671133,3370.0709011671133,3370.0709011671133,3373.0624525840394,3373.0624525840394,3374.0455555003136,1,1,2.0461183758452535,0.1089752078987658,None,3374.0460764593445,3374.0461372090504,None,3374.046235667076,3374.0462694591843,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_496_seed_1.png,43,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,43,43,43,3374.0690654590726,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3374.046627667267,3374.0467244591564,3374.0467376252636,3374.0690654590726,3374.0690654590726,3374.0690654590726,3374.0690654590726,3377.061995584052,3377.061995584052,3378.062299667392,1,1,1.7408445002511144,0.14805687498301268,None,3378.0629301252775,3378.0630016671494,None,3378.063118084334,3378.0631621251814,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_157_seed_1.png,44,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,44,44,44,3378.0859409593977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3378.0636063343845,3378.063728084322,3378.063744125422,3378.0859409593977,3378.0859409593977,3378.0859409593977,3378.0859409593977,3381.078968750313,3381.078968750313,3382.075937209185,1,1,1.1720634577795863,0.12802275037392974,None,3382.076381375082,3382.0764327500947,None,3382.0765140843578,3382.076541834045,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_666_seed_1.png,45,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,45,45,45,3382.1033957093023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3382.0771367922425,3382.077221292071,3382.0772326253355,3382.1033957093023,3382.1033957093023,3382.1033957093023,3382.1033957093023,3385.095886167139,3385.095886167139,3386.0796100003645,2,1,1.3106038342230022,0.16103366576135159,None,3386.0800461671315,3386.0800936250016,None,3386.0801678751595,3386.0801932923496,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_52_seed_1.png,46,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,46,46,46,3386.103240459226,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3386.080462584272,3386.080547834281,3386.080558084417,3386.103240459226,3386.103240459226,3386.103240459226,3386.103240459226,3389.09568408411,3389.09568408411,3390.0927417920902,1,1,2.4897815422154963,0.1220002081245184,None,3390.093410416972,3390.0934862094,None,3390.093603583984,3390.093643875327,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_444_seed_1.png,47,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,47,47,47,3390.120737459045,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3390.094103334006,3390.0942685003392,3390.094295917079,3390.120737459045,3390.120737459045,3390.120737459045,3390.120737459045,3393.1127311671153,3393.1127311671153,3394.096716834232,None,0,,,['2'],3394.0974095421843,3394.0974840424024,None,3394.0976065420546,3394.097649084404,None,,,[3.042315458878875],[0.1209096247330308],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_185_seed_1.png,48,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,48,48,48,3394.123555334285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3394.0981242922135,3394.0982491252944,3394.0982653340325,3394.123555334285,3394.123555334285,3394.123555334285,3394.123555334285,3397.1149113751017,3397.1149113751017,3398.1098002502695,1,1,1.329526084009558,0.15592629136517644,None,3398.1102695842274,3398.1103262091056,None,3398.110392750241,3398.1104147504084,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,49,49,49,3398.1200344171375,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3398.1106722922996,3398.1107743340544,3398.110783500131,3398.1200344171375,3398.1200344171375,3398.1200344171375,3398.1200344171375,3401.1273735840805,3401.1273735840805,3402.109648334328,None,0,,,None,3402.1100950422697,3402.110161000397,None,3402.110301459208,3402.110339375213,None,3402.1383519591764,3402.1383519591764,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_552_seed_1.png,50,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,50,50,50,3402.1383519591764,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3402.1107955002226,3402.110921374988,3402.1109376670793,3402.1383519591764,3402.1383519591764,3402.1383519591764,3402.1383519591764,3405.130363542121,3405.130363542121,3406.1142518753186,2,1,1.052787251304835,0.14398391591385007,None,3406.115276833996,3406.115411292296,None,3406.1155481673777,3406.1155982501805,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_628_seed_1.png,51,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,51,51,51,3406.1331038749777,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3406.116283917334,3406.116487625055,3406.1165065001696,3406.1331038749777,3406.1331038749777,3406.1331038749777,3406.1331038749777,3409.128104042262,3409.128104042262,3410.1287262500264,2,0,2.7200091667473316,None,['1'],3410.1292590843514,3410.129305541981,None,3410.129377625417,3410.129406000022,None,,,[3.057901875115931],[0.2430861247703433],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_40_seed_1.png,52,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,52,52,52,3410.1530663343146,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3410.1296762921847,3410.1297534173355,3410.129763459321,3410.1530663343146,3410.1530663343146,3410.1530663343146,3410.1530663343146,3413.1619322923943,3413.1619322923943,3414.143102167174,1,1,0.8589593330398202,0.16209295904263854,None,3414.1435477091,3414.1435915422626,None,3414.1436553341337,3414.1436762502417,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_471_seed_1.png,53,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,53,53,53,3414.164303459227,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3414.1439402503893,3414.144040792249,3414.1440498339944,3414.164303459227,3414.164303459227,3414.164303459227,3414.164303459227,3417.1631664172746,3417.1631664172746,3418.1464595003054,1,1,1.7977436669170856,0.1400905828922987,None,3418.1470818752423,3418.1471546250395,None,3418.1472737500444,3418.1473132502288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_50_seed_1.png,54,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,54,54,54,3418.1720602503046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3418.1477452092804,3418.1478636669926,3418.1478799171746,3418.1720602503046,3418.1720602503046,3418.1720602503046,3418.1720602503046,3421.1629053750075,3421.1629053750075,3422.1611164170317,1,1,2.393962916918099,0.1480719167739153,None,3422.1621942501515,3422.162342459429,None,3422.1625259174034,3422.162589084357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_325_seed_1.png,55,0,1,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,55,55,55,3422.1876227092,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3422.163497291971,3422.1636748751625,3422.163698375225,3422.1876227092,3422.1876227092,3422.1876227092,3422.1876227092,3425.192624000367,3425.192624000367,3426.176165125333,1,0,2.1434192089363933,0.16903116600587964,None,3426.176729834173,3426.176792959217,None,3426.1768920840696,3426.1769247092307,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_102_seed_1.png,56,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,56,56,56,3426.204625334125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3426.177304000128,3426.177405375056,3426.177418709267,3426.204625334125,3426.204625334125,3426.204625334125,3426.204625334125,3429.195740125142,3429.195740125142,3430.179840542376,None,0,,,None,3430.1802403340116,3430.1803001253866,None,3430.180397917051,3430.180430209264,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_48_1.png,57,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,57,57,57,3430.2045420003124,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3430.180805000011,3430.1809108750895,3430.1809246670455,3430.2045420003124,3430.2045420003124,3430.2045420003124,3430.2045420003124,3433.1960911252536,3433.1960911252536,3434.192788625136,1,1,2.553568458650261,0.1540131252259016,None,3434.193238459062,3434.193290584255,None,3434.193374584429,3434.1934024593793,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_419_seed_1.png,58,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,58,58,58,3434.2206956250593,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3434.1937120840885,3434.1938190003857,3434.1938305422664,3434.2206956250593,3434.2206956250593,3434.2206956250593,3434.2206956250593,3437.2139721252024,3437.2139721252024,3438.199978750199,1,1,0.7854583761654794,0.1469699158333242,None,3438.2006039591506,3438.200678125024,None,3438.200795084238,3438.2008345420472,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,59,59,59,3438.213329375256,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3438.201283625327,3438.201424792409,3438.201441167388,3438.213329375256,3438.213329375256,3438.213329375256,3438.213329375256,3441.214667792432,3441.214667792432,3442.196171792224,None,0,,,None,3442.1965538752265,3442.1966138752177,None,3442.1967178750783,3442.196750792209,None,3442.2218434172682,3442.2218434172682,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_70_seed_1.png,60,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,60,60,60,3442.2218434172682,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3442.197149750311,3442.1972435424104,3442.1972568752244,3442.2218434172682,3442.2218434172682,3442.2218434172682,3442.2218434172682,3445.227861917112,3445.227861917112,3446.1974172503687,1,1,1.2823043749667704,0.1500451248139143,None,3446.19811783405,3446.1981993340887,None,3446.1983209173195,3446.198361209128,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_416_seed_1.png,61,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,61,61,61,3446.223137125373,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3446.1988111250103,3446.198938625399,3446.1989552089944,3446.223137125373,3446.223137125373,3446.223137125373,3446.223137125373,3449.2258071252145,3449.2258071252145,3450.2100282921456,None,0,,,['1'],3450.2105597089976,3450.210610209033,None,3450.2106938753277,3450.2107178340666,None,,,[2.13798416685313],[0.15403308300301433],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_15_seed_1.png,62,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,62,62,62,3450.227342416998,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3450.2110019591637,3450.2111126254313,3450.211123084184,3450.227342416998,3450.227342416998,3450.227342416998,3450.227342416998,3453.2261101673357,3453.2261101673357,3454.2150035421364,1,1,1.8328707497566938,0.16201520804315805,None,3454.215647125151,3454.2157203340903,None,3454.215836000163,3454.215874459129,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_699_seed_1.png,63,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,63,63,63,3454.2375212092884,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3454.216290459037,3454.2164172092453,3454.216433459427,3454.2375212092884,3454.2375212092884,3454.2375212092884,3454.2375212092884,3457.2426882502623,3457.2426882502623,3458.2268848340027,1,1,1.4286387921310961,0.1391079998575151,None,3458.227416334208,3458.227476084139,None,3458.22754862532,3458.227573417127,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_539_seed_1.png,64,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,64,64,64,3458.2481710421853,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3458.2278590840288,3458.227980584372,3458.227991292253,3458.2481710421853,3458.2481710421853,3458.2481710421853,3458.2481710421853,3461.2595571251586,3461.2595571251586,3462.233018042054,1,1,0.9260572083294392,0.16890708357095718,None,3462.233648000285,3462.23371912539,None,3462.233834167011,3462.2338730841875,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_372_seed_1.png,65,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,65,65,65,3462.2539536249824,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3462.234302750323,3462.234426834155,3462.234443000052,3462.2539536249824,3462.2539536249824,3462.2539536249824,3462.2539536249824,3465.2594479592517,3465.2594479592517,3466.242661542259,1,1,0.9493588749319315,0.1850133747793734,None,3466.2438395000063,3466.2439512503333,None,3466.2441027089953,3466.244148292113,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_295_seed_1.png,66,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,66,66,66,3466.2631468339823,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3466.244624250103,3466.2447990421206,3466.2448169169948,3466.2631468339823,3466.2631468339823,3466.2631468339823,3466.2631468339823,3469.2626068750396,3469.2626068750396,3470.2464823340997,1,1,2.318025792017579,0.19006370892748237,None,3470.2470966251567,3470.2471678340808,None,3470.2472857921384,3470.247324709315,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_338_seed_1.png,67,0,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,67,67,67,3470.2709434591234,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3470.2477113343775,3470.247793375049,3470.2478045839816,3470.2709434591234,3470.2709434591234,3470.2709434591234,3470.2709434591234,3473.2626351672225,3473.2626351672225,3474.261202167254,1,1,0.979308791924268,0.18100349977612495,None,3474.261754333973,3474.26181329228,None,3474.261890917085,3474.26191708399,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,8,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,68,68,68,3474.2711158753373,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3474.262217459269,3474.262338334229,3474.2623489592224,3474.2711158753373,3474.2711158753373,3474.2711158753373,3474.2711158753373,3477.264373708982,3477.264373708982,3478.2597538749687,None,0,,,None,3478.260195084382,3478.260262459051,None,3478.260399292223,3478.260436959099,None,3478.2692284174263,3478.2692284174263,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,8,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,8,0,8,0,0,69,69,69,3478.2692284174263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3478.2608875841834,3478.2610150841065,3478.2610315419734,3478.2692284174263,3478.2692284174263,3478.2692284174263,3478.2692284174263,3481.2762208343484,3481.2762208343484,3482.2596520003863,None,0,,,None,3482.259934542235,3496.312616375275,2,3496.3130657919683,3519.696819792036,equal,3482.2735586673953,3482.2735586673953,,,3482.2735586673953,3482.2735586673953,14.026918126270175,None,3496.326304584276,3496.326304584276,23.35516287619248,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,8,0,8,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_297_seed_1.png,0,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,0,0,0,3519.7404362922534,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3519.7169663342647,3519.717417959124,3519.717435292434,3519.7404362922534,3519.7404362922534,3519.7404362922534,3519.7404362922534,3522.7429274590686,3522.7429274590686,3523.7264868342318,1,1,1.1120056668296456,0.11500074993818998,None,3523.7274832092226,3523.7275685002096,None,3523.727810667362,3523.7278508343734,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_486_seed_1.png,1,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,1,1,1,3523.7521978751756,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3523.7283731251955,3523.728495209012,3523.7285118340515,3523.7521978751756,3523.7521978751756,3523.7521978751756,3523.7521978751756,3526.7616939591244,3526.7616939591244,3527.729564834386,2,1,1.2853024168871343,0.16399829182773829,None,3527.730090792291,3527.730150958989,None,3527.730251459405,3527.730284875259,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_346_seed_1.png,2,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,2,2,2,3527.750958584249,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3527.730651042424,3527.7307604593225,3527.730773750227,3527.750958584249,3527.750958584249,3527.750958584249,3527.750958584249,3530.7629394591786,3530.7629394591786,3531.7430982091464,1,0,1.5614867922849953,0.15501366695389152,None,3531.7436092090793,3531.743668459356,None,3531.7437630840577,3531.7438064171,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_743_seed_1.png,3,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,3,3,3,3531.767064584419,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3531.7441775002517,3531.744274959434,3531.74428845942,3531.767064584419,3531.767064584419,3531.767064584419,3531.767064584419,3534.7765518343076,3534.7765518343076,3535.7465792922303,1,1,1.1633760002441704,0.14112024987116456,None,3535.7469422924332,3535.7469818750396,None,3535.747041209135,3535.74706254201,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_600_seed_1.png,4,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,4,4,4,3535.763619459234,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3535.747297584079,3535.7473739590496,3535.7473819591105,3535.763619459234,3535.763619459234,3535.763619459234,3535.763619459234,3538.760007750243,3538.760007750243,3539.759834167082,1,1,1.2308810423128307,0.17396125011146069,None,3539.7604046673514,3539.760470417328,None,3539.7605683752336,3539.7606019172817,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_433_seed_1.png,5,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,5,5,5,3539.781135292258,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3539.761003334075,3539.7611042503268,3539.761117459275,3539.781135292258,3539.781135292258,3539.781135292258,3539.781135292258,3542.7799203749746,3542.7799203749746,3543.7639637091197,1,1,1.0453146672807634,0.14613954070955515,None,3543.7646225001663,3543.7646990842186,None,3543.7648224174045,3543.764864125289,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_468_seed_1.png,6,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,6,6,6,3543.790317292325,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3543.7653472502716,3543.765467667021,3543.76548429206,3543.790317292325,3543.790317292325,3543.790317292325,3543.790317292325,3546.778661250137,3546.778661250137,3547.776332625188,1,0,1.0652451668865979,0.14804408326745033,None,3547.7767947502434,3547.776843875181,None,3547.776919750031,3547.7769446251914,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_505_2.png,7,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,7,7,7,3547.7996580842882,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3547.777236250229,3547.77734050015,3547.7773504173383,3547.7996580842882,3547.7996580842882,3547.7996580842882,3547.7996580842882,3550.796400959138,3550.796400959138,3551.7804314172827,1,1,1.080883625894785,0.1570508750155568,None,3551.7806943752803,3551.7807229594328,None,3551.7807635422796,3551.7807773342356,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_pool2.jpg,8,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,8,8,8,3551.792440084275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3551.780938959215,3551.781001042109,3551.781006750185,3551.792440084275,3551.792440084275,3551.792440084275,3551.792440084275,3554.7789525841363,3554.7789525841363,3555.776806834154,1,1,2.02211783407256,0.15198791678994894,None,3555.7772530843504,3555.7772960001603,None,3555.7773687923327,3555.7773945000954,None,3555.7856541252695,3555.7856541252695,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,9,9,9,3555.7856541252695,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3555.7776693343185,3555.777740166988,3555.777750208974,3555.7856541252695,3555.7856541252695,3555.7856541252695,3555.7856541252695,3558.780297334306,3558.780297334306,3559.7768195420504,None,0,,,None,3559.7772528752685,3559.7773197921924,None,3559.77744258428,3559.777480625082,None,3559.805626584217,3559.805626584217,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_243_seed_1.png,10,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,10,10,10,3559.805626584217,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3559.777995374985,3559.7781608342193,3559.7781820842065,3559.805626584217,3559.805626584217,3559.805626584217,3559.805626584217,3562.8122824169695,3562.8122824169695,3563.7796559999697,1,1,1.2829159167595208,0.14299179101362824,None,3563.7800918752328,3563.7801415841095,None,3563.7802191250958,3563.780243417248,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_564_seed_1.png,11,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,11,11,11,3563.8018321250565,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3563.780542334076,3563.780635375064,3563.7806456252,3563.8018321250565,3563.8018321250565,3563.8018321250565,3563.8018321250565,3566.7968470002525,3566.7968470002525,3567.793364125304,1,1,1.2517239577136934,0.14298325031995773,None,3567.793874792289,3567.79393429216,None,3567.7940319171175,3567.794064459391,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_515_seed_1.png,12,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,12,12,12,3567.816770875361,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3567.7944410843775,3567.794536374975,3567.794549833983,3567.816770875361,3567.816770875361,3567.816770875361,3567.816770875361,3570.815421334002,3570.815421334002,3571.7953588753007,2,1,2.737889042124152,0.14593699993565679,None,3571.79571700003,3571.7957582501695,None,3571.7958231251687,3571.7958443341777,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_384_seed_1.png,13,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,13,13,13,3571.8118852502666,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3571.796085542068,3571.796161292121,3571.796170250047,3571.8118852502666,3571.8118852502666,3571.8118852502666,3571.8118852502666,3574.8126859171316,3574.8126859171316,3575.7979299169965,1,1,0.9347204170189798,0.1370163750834763,None,3575.7985723339953,3575.7986453343183,None,3575.7987610423006,3575.7987996670417,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_65_seed_1.png,14,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,14,14,14,3575.8210587091744,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3575.7992329592817,3575.7993844593875,3575.7994010420516,3575.8210587091744,3575.8210587091744,3575.8210587091744,3575.8210587091744,3578.8137171249837,3578.8137171249837,3579.810461709276,1,1,1.1496622078120708,0.1338795837946236,None,3579.8112490000203,3579.8113415003754,None,3579.811473084148,3579.8115225844085,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_695_seed_1.png,15,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,15,15,15,3579.835909542162,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3579.812083209399,3579.81225475017,3579.8122730422765,3579.835909542162,3579.835909542162,3579.835909542162,3579.835909542162,3582.8305444172584,3582.8305444172584,3583.812848292291,1,1,1.740783791989088,0.19199087470769882,None,3583.8134646671824,3583.8135362090543,None,3583.8136524590664,3583.813692709431,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_886_1.png,16,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,9,0,9,0,0,19,19,19,3595.852733042091,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3595.8443107092753,3595.8444205843844,3595.844433959108,3595.852733042091,3595.852733042091,3595.852733042091,3595.852733042091,3598.8474581670016,3598.8474581670016,3599.8435057504103,None,0,,,None,3599.843989917077,3599.844059749972,None,3599.844187250361,3599.844226208981,None,3599.8685939172283,3599.8685939172283,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_949_1.png,20,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,20,20,20,3599.8685939172283,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3599.8446855843067,3599.8448105840944,3599.844827042427,3599.8685939172283,3599.8685939172283,3599.8685939172283,3599.8685939172283,3602.8638776252046,3602.8638776252046,3603.8465816252865,1,1,1.3211323749274015,0.12895279238000512,None,3603.8471131674014,3603.847174375318,None,3603.84726600023,3603.8472934593447,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_182_seed_1.png,21,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,21,21,21,3603.867198417429,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3603.8476043753326,3603.8476869594306,3603.8476980840787,3603.867198417429,3603.867198417429,3603.867198417429,3603.867198417429,3606.865350959357,3606.865350959357,3607.8641486251727,1,1,1.3855179171077907,0.15210279170423746,None,3607.8647663341835,3607.8648395421915,None,3607.8649561251514,3607.8649954590946,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_381_seed_1.png,22,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,22,22,22,3607.8902133340016,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3607.8654201673344,3607.8655393342488,3607.8655556673184,3607.8902133340016,3607.8902133340016,3607.8902133340016,3607.8902133340016,3610.89619437512,3610.89619437512,3611.876599667128,2,1,1.0915271248668432,0.15594645775854588,None,3611.8771168752573,3611.8771761669777,None,3611.8772729174234,3611.8773056673817,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_373_seed_1.png,23,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,23,23,23,3611.8997605000623,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3611.877658750396,3611.8777578342706,3611.877771667205,3611.8997605000623,3611.8997605000623,3611.8997605000623,3611.8997605000623,3614.9100492503494,3614.9100492503494,3615.8799746250734,1,1,0.8900556671433151,0.15788179216906428,None,3615.880394875072,3615.880441042129,None,3615.8805146673694,3615.880538834259,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_6_2.png,24,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,24,24,24,3615.899256417062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3615.880821084138,3615.8809082922526,3615.8809188343585,3615.899256417062,3615.899256417062,3615.899256417062,3615.899256417062,3618.897023584228,3618.897023584228,3619.8933613342233,1,1,1.257529875729233,0.1389695000834763,None,3619.8939892919734,3619.894060042221,None,3619.8941772091202,3619.8942154999822,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_720_seed_1.png,25,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,25,25,25,3619.91717062518,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3619.8946388340555,3619.894757584203,3619.8947742092423,3619.91717062518,3619.91717062518,3619.91717062518,3619.91717062518,3622.9270519590937,3622.9270519590937,3623.8962702923454,1,1,1.0555878332816064,0.1710367500782013,None,3623.8970245001838,3623.8970980001613,None,3623.8971728342585,3623.8971983753145,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_611_seed_1.png,26,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,26,26,26,3623.9192437091842,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3623.89755016705,3623.897696375381,3623.8977065840736,3623.9192437091842,3623.9192437091842,3623.9192437091842,3623.9192437091842,3626.9298234172165,3626.9298234172165,3627.9130086251535,1,1,1.9725910839624703,0.1519217910245061,None,3627.913423750084,3627.913467875216,None,3627.9135399172083,3627.913563792128,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_103_seed_1.png,27,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,27,27,27,3627.9384372923523,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3627.913837459404,3627.913909959141,3627.9139197501354,3627.9384372923523,3627.9384372923523,3627.9384372923523,3627.9384372923523,3630.9301692093723,3630.9301692093723,3631.9296077503823,1,1,0.9593105828389525,0.16011979198083282,None,3631.930579417385,3631.93064925028,None,3631.9307182920165,3631.9307417501695,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_410_seed_1.png,28,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,28,28,28,3631.9527025003918,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3631.931038875133,3631.931174292229,3631.9311830420047,3631.9527025003918,3631.9527025003918,3631.9527025003918,3631.9527025003918,3634.951275042258,3634.951275042258,3635.9440137092024,2,0,1.809006417170167,0.14704941678792238,None,3635.944655416999,3635.944728959352,None,3635.944843250327,3635.944882125128,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_122_seed_1.png,29,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,29,29,29,3635.9739580843598,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3635.9453365420923,3635.9454898340628,3635.94551054202,3635.9739580843598,3635.9739580843598,3635.9739580843598,3635.9739580843598,3638.976748791989,3638.976748791989,3639.946449542418,1,1,1.844893917441368,0.140905249863863,None,3639.947079084348,3639.947147667408,None,3639.94726795936,3639.9473064173944,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_749_seed_1.png,30,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,30,30,30,3639.968990709167,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3639.9477304173633,3639.947850209195,3639.9478666251525,3639.968990709167,3639.968990709167,3639.968990709167,3639.968990709167,3642.980243124999,3642.980243124999,3643.948237292003,None,0,,,['1'],3643.9492614171468,3643.94933845941,None,3643.9494642093778,3643.949503791984,None,,,[1.458788416814059],[0.19513741740956903],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_464_seed_1.png,31,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,31,31,31,3643.9755052924156,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3643.949957042001,3643.9500927091576,3643.9501087092794,3643.9755052924156,3643.9755052924156,3643.9755052924156,3643.9755052924156,3646.976859250106,3646.976859250106,3647.963742500171,1,1,2.5774049581959844,0.17000262485817075,None,3647.964898834005,3647.9650363340043,None,3647.965311959386,3647.965382459108,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_148_seed_1.png,32,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,32,32,32,3647.990624709055,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3647.9658034592867,3647.9659047094174,3647.965916959103,3647.990624709055,3647.990624709055,3647.990624709055,3647.990624709055,3650.9790226672776,3650.9790226672776,3651.9778393344022,1,1,0.9952065842226148,0.12998474994674325,None,3651.979082667269,3651.9792376253754,None,3651.9793842500076,3651.979438791983,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,33,1,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,33,33,33,3651.9909517504275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3651.980211917311,3651.9806682500057,3651.98068741709,3651.9909517504275,3651.9909517504275,3651.9909517504275,3651.9909517504275,3654.98018333409,3654.98018333409,3655.979146750178,None,0,,,None,3655.979596375022,3655.979662584141,None,3655.979793250095,3655.9798315842636,None,3656.0068091251887,3656.0068091251887,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_696_seed_1.png,34,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,34,34,34,3656.0068091251887,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3655.9802566673607,3655.9803366670385,3655.980347834062,3656.0068091251887,3656.0068091251887,3656.0068091251887,3656.0068091251887,3658.9991106251255,3658.9991106251255,3659.993627542164,1,1,0.8841351252049208,0.15191949997097254,None,3659.994194584433,3659.994259417057,None,3659.994358834345,3659.9943917091005,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_425_seed_1.png,35,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,35,35,35,3660.0227755000815,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3659.9947719173506,3659.9949130844325,3659.9949273751117,3660.0227755000815,3660.0227755000815,3660.0227755000815,3660.0227755000815,3663.030995000154,3663.030995000154,3663.996937417425,1,1,1.1290520839393139,0.15906233340501785,None,3663.998077834025,3663.998155500274,None,3663.998264959082,3663.998293042183,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_553_seed_1.png,36,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,36,36,36,3664.0224975422025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3663.998640959151,3663.998723000288,3663.998732959386,3664.0224975422025,3664.0224975422025,3664.0224975422025,3664.0224975422025,3667.0278414590284,3667.0278414590284,3668.0105015421286,1,1,2.513457541819662,0.1259596669115126,None,3668.01123525016,3668.011314000003,None,3668.0114393751137,3668.01147804223,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_352_seed_1.png,37,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,37,37,37,3668.0367507091723,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3668.011947292369,3668.0121007920243,3668.012117458973,3668.0367507091723,3668.0367507091723,3668.0367507091723,3668.0367507091723,3671.0434168754146,3671.0434168754146,3672.013538083993,1,1,0.8131815008819103,0.132061833050102,None,3672.0144497919828,3672.0145194591023,None,3672.014621959068,3672.014656250365,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_682_seed_1.png,38,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,38,38,38,3672.0396069590934,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3672.0150778340176,3672.0151793751866,3672.015192875173,3672.0396069590934,3672.0396069590934,3672.0396069590934,3672.0396069590934,3675.0302889170125,3675.0302889170125,3676.0291361249983,1,1,0.9303232082165778,0.12501416681334376,None,3676.030265792273,3676.0303695420735,None,3676.0304739591666,3676.030510209035,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_748_seed_1.png,39,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,39,39,39,3676.0555340843275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3676.030940250028,3676.0311311674304,3676.0311454171315,3676.0555340843275,3676.0555340843275,3676.0555340843275,3676.0555340843275,3679.0505389589816,3679.0505389589816,3680.0435771672055,1,1,1.637405751273036,0.12400262476876378,None,3680.044093500357,3680.0441551250406,None,3680.044252542313,3680.0442844592035,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_303_seed_1.png,40,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,40,40,40,3680.071470625233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3680.0446694171987,3680.044765834231,3680.0447815842927,3680.071470625233,3680.071470625233,3680.071470625233,3680.071470625233,3683.063564875163,3683.063564875163,3684.0466731251217,1,1,1.2574896248988807,0.14107562508434057,None,3684.047120250296,3684.047172459308,None,3684.0472540422343,3684.0472824592143,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_76_seed_1.png,41,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,41,41,41,3684.0728153344244,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3684.0475890003145,3684.0476723751053,3684.047683500219,3684.0728153344244,3684.0728153344244,3684.0728153344244,3684.0728153344244,3687.065997084137,3687.065997084137,3688.0636471672915,1,1,1.645144292153418,0.14700812473893166,None,3688.065004833974,3688.065083292313,None,3688.065179250203,3688.065209042281,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_396_seed_1.png,42,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,42,42,42,3688.088525667321,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3688.0655783750117,3688.0656698751263,3688.0656815841794,3688.088525667321,3688.088525667321,3688.088525667321,3688.088525667321,3691.0808381671086,3691.0808381671086,3692.076934750192,1,0,1.0345765836536884,0.15190087538212538,None,3692.0775502091274,3692.07762166718,None,3692.077756542247,3692.0777961672284,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_328_seed_1.png,43,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,43,43,43,3692.100255541969,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3692.0782368751243,3692.0783670842648,3692.078383500222,3692.100255541969,3692.100255541969,3692.100255541969,3692.100255541969,3695.099353459198,3695.099353459198,3696.0790836671367,2,1,1.1777105419896543,0.13699749996885657,None,3696.07981708413,3696.079881709069,None,3696.0799557920545,3696.079981959425,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,44,1,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,44,44,44,3696.0882397922687,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3696.080261334311,3696.080339250155,3696.0803524171934,3696.0882397922687,3696.0882397922687,3696.0882397922687,3696.0882397922687,3699.0804139170796,3699.0804139170796,3700.077216209378,None,0,,,None,3700.0775953750126,3700.077652959153,None,3700.077754834201,3700.0777885844,None,3700.1031538341194,3700.1031538341194,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_703_seed_1.png,45,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,45,45,45,3700.1031538341194,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3700.0781755000353,3700.078267584089,3700.0782809592783,3700.1031538341194,3700.1031538341194,3700.1031538341194,3700.1031538341194,3703.097148708999,3703.097148708999,3704.0802458343096,1,1,2.359841249883175,0.15203725034371018,None,3704.081372334156,3704.0814412920736,None,3704.0815534591675,3704.081581042148,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_492_seed_1.png,46,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,46,46,46,3704.1045974590816,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3704.0819015423767,3704.08198000025,3704.081990084145,3704.1045974590816,3704.1045974590816,3704.1045974590816,3704.1045974590816,3707.1104985424317,3707.1104985424317,3708.09449362522,1,1,2.201447125058621,0.16097179194912314,None,3708.0956526254304,3708.095817374997,None,3708.0959787503816,3708.09603837505,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_156_1.png,47,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,47,47,47,3708.118790834211,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3708.0968118752353,3708.0971292094328,3708.097151709255,3708.118790834211,3708.118790834211,3708.118790834211,3708.118790834211,3711.1133933751844,3711.1133933751844,3712.1123046251014,1,1,1.3522740420885384,0.17897391598671675,None,3712.113268709276,3712.1133308340795,None,3712.113387166988,3712.113406292163,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_463_seed_1.png,48,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,48,48,48,3712.133774125017,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3712.1136452089995,3712.1137703750283,3712.1137778339908,3712.133774125017,3712.133774125017,3712.133774125017,3712.133774125017,3715.143722209148,3715.143722209148,3716.129579209257,1,0,1.569314416963607,0.16195554099977016,None,3716.130509584211,3716.130592917092,None,3716.130679209251,3716.1307089594193,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/10_89.png,49,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,49,49,49,3716.146604542155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3716.13109787507,3716.1312752920203,3716.131287209224,3716.146604542155,3716.146604542155,3716.146604542155,3716.146604542155,3719.143842167221,3719.143842167221,3720.1308867922053,2,0,1.6054441668093204,0.15001295926049352,None,3720.131516667083,3720.1315869172104,None,3720.13170325011,3720.1317420420237,None,3720.160174584016,3720.160174584016,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_427_seed_1.png,50,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,50,50,50,3720.160174584016,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3720.1321800840087,3720.132294667419,3720.132311042398,3720.160174584016,3720.160174584016,3720.160174584016,3720.160174584016,3723.1484261672013,3723.1484261672013,3724.1458509173244,1,1,0.9679094171151519,0.16609091591089964,None,3724.1467732093297,3724.146876584273,None,3724.147011958994,3724.147147500422,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_296_seed_1.png,51,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,51,51,51,3724.1723215002567,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3724.1477463752963,3724.147868042346,3724.1478823754005,3724.1723215002567,3724.1723215002567,3724.1723215002567,3724.1723215002567,3727.1663205842488,3727.1663205842488,3728.163387916982,2,0,1.9428306254558265,0.17992095788940787,['1'],3728.164229542017,3728.164307834115,None,3728.1644245423377,3728.1644683750346,None,,,[3.0227501671761274],[0.16799291595816612],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_249_seed_1.png,52,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,52,52,52,3728.190574374981,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3728.164876291994,3728.1649750000797,3728.164988500066,3728.190574374981,3728.190574374981,3728.190574374981,3728.190574374981,3731.1966360001825,3731.1966360001825,3732.165364959277,1,1,2.1306335418485105,0.15788945788517594,None,3732.1664969171397,3732.166631750297,None,3732.166883750353,3732.1669492502697,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_311_seed_1.png,53,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,53,53,53,3732.1953581674024,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3732.167741750367,3732.1680678753182,3732.168089834042,3732.1953581674024,3732.1953581674024,3732.1953581674024,3732.1953581674024,3735.1969687091187,3735.1969687091187,3736.179599209223,1,1,1.8217815421521664,0.1410284168086946,None,3736.180554250255,3736.1806624173187,None,3736.180794917047,3736.180847375188,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_243_seed_1.png,54,0,1,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,54,54,54,3736.2057544169948,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3736.1815657503903,3736.181915709283,3736.18193345936,3736.2057544169948,3736.2057544169948,3736.2057544169948,3736.2057544169948,3739.2128625842743,3739.2128625842743,3740.1825364590622,2,1,1.2004513749852777,0.13204116700217128,None,3740.182904084213,3740.182943750173,None,3740.183000584133,3740.1830200422555,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_runway2.jpg,55,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,55,55,55,3740.192963667214,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3740.1832403340377,3740.183320917189,3740.1833320842125,3740.192963667214,3740.192963667214,3740.192963667214,3740.192963667214,3743.18040375039,3743.18040375039,3744.180197583977,1,1,1.590222166851163,0.12992133432999253,None,3744.1810961673036,3744.181222792249,None,3744.181531541981,3744.1816058340482,None,3744.19321241742,3744.19321241742,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,56,56,56,3744.19321241742,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3744.1820526672527,3744.1821723752655,3744.182186459191,3744.19321241742,3744.19321241742,3744.19321241742,3744.19321241742,3747.193904459011,3747.193904459011,3748.180427959189,None,0,,,None,3748.181280542165,3748.1813582503237,None,3748.1814451674,3748.1814720840193,None,3748.2061039172113,3748.2061039172113,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_6_1.png,57,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,57,57,57,3748.2061039172113,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3748.1818240843713,3748.181948875077,3748.181959084235,3748.2061039172113,3748.2061039172113,3748.2061039172113,3748.2061039172113,3751.1977100842632,3751.1977100842632,3752.1939085423946,2,0,0.8909831261262298,0.15298749972134829,None,3752.1943539590575,3752.194406125229,None,3752.194489917252,3752.1945171253756,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_196_seed_1.png,58,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,58,58,58,3752.2195004173554,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3752.1948237502947,3752.1949071250856,3752.1949185002595,3752.2195004173554,3752.2195004173554,3752.2195004173554,3752.2195004173554,3755.2294122092426,3755.2294122092426,3756.1971167502925,1,1,1.220700167119503,0.14406541688367724,None,3756.1977401673794,3756.197812625207,None,3756.197929125279,3756.197970834095,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_126_seed_1.png,59,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,59,59,59,3756.224483875092,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3756.1984057920054,3756.198532084003,3756.198548334185,3756.224483875092,3756.224483875092,3756.224483875092,3756.224483875092,3759.213491084054,3759.213491084054,3760.1990423342213,None,0,,,['1'],3760.199596042279,3760.1996568753384,None,3760.1997525421903,3760.1997864171863,None,,,[3.1587164169177413],[0.16603645775467157],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_704_seed_1.png,60,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,60,60,60,3760.2238172502257,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3760.2001544171944,3760.2002527923323,3760.2002660422586,3760.2238172502257,3760.2238172502257,3760.2238172502257,3760.2238172502257,3763.21329900017,3763.21329900017,3764.2106766672805,1,1,1.5443965420126915,0.14501241594552994,None,3764.211194125004,3764.2112535419874,None,3764.211351667065,3764.2113829171285,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_494_seed_1.png,61,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,9,0,9,0,0,61,61,61,3764.2370314593427,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3764.211771709379,3764.2118703750893,3764.2118865423836,3764.2370314593427,3764.2370314593427,3764.2370314593427,3764.2370314593427,3767.243911417201,3767.243911417201,3768.216303125024,1,1,1.7342735840938985,0.15991345793008804,None,3768.216938958969,3768.217012667097,None,3768.2171280421317,3768.2171669173986,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_63_seed_1.png,62,0,0,0,9,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,9,0,9,0,0,69,69,69,3796.2772630420513,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3796.2637309590355,3796.263793334365,3796.263802167028,3796.2772630420513,3796.2772630420513,3796.2772630420513,3796.2772630420513,3799.2776361671276,3799.2776361671276,3800.26037233416,None,0,,,None,3800.2606833754107,3813.6139684594236,1,3813.6145655424334,3839.3782998342067,equal,3800.270265375264,3800.270265375264,,,3800.270265375264,3800.270265375264,13.328191209118813,None,3813.6318748341873,3813.6318748341873,25.73775133304298,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,9,0,9,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_738_seed_1.png,0,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,0,0,0,3839.420792542398,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3839.398363875225,3839.398892458994,3839.3989107501693,3839.420792542398,3839.420792542398,3839.420792542398,3839.420792542398,3842.4275035001338,3842.4275035001338,3843.3998350840993,1,1,0.9247112087905407,0.16894833277910948,None,3843.4008444170468,3843.4009153749794,None,3843.401130875107,3843.4011671249755,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_10_seed_1.png,1,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,1,1,1,3843.4235922503285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3843.4016858343966,3843.4030282502063,3843.403051292058,3843.4235922503285,3843.4235922503285,3843.4235922503285,3843.4235922503285,3846.4296426670626,3846.4296426670626,3847.410315167159,1,1,1.0289810001850128,0.14491841662675142,None,3847.4108850420453,3847.4109480842017,None,3847.411043292377,3847.4110749592073,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_425_seed_1.png,2,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,2,2,2,3847.431685417425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3847.411460667383,3847.4115824173205,3847.4115962502547,3847.431685417425,3847.431685417425,3847.431685417425,3847.431685417425,3850.444347667042,3850.444347667042,3851.414019000251,2,1,1.0048977918922901,0.12797245802357793,None,3851.41454808414,3851.414608000312,None,3851.4147057090886,3851.4147390001453,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_99_seed_1.png,3,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,3,3,3,3851.435601999983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3851.415105125401,3851.4152117501944,3851.415228167083,3851.435601999983,3851.435601999983,3851.435601999983,3851.435601999983,3854.444092250429,3854.444092250429,3855.42749316711,1,1,1.362928417045623,0.1469816667959094,None,3855.4280080841854,3855.4280717922375,None,3855.428180000279,3855.42821212532,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_182_seed_1.png,4,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,4,4,4,3855.449916917365,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3855.428570125252,3855.4286832921207,3855.4286969592795,3855.449916917365,3855.449916917365,3855.449916917365,3855.449916917365,3858.4608985004015,3858.4608985004015,3859.4302122923546,2,1,0.8596814591437578,0.15192449977621436,None,3859.430659167003,3859.4307091673836,None,3859.430792625062,3859.4308205000125,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_pagoda2.jpg,5,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,5,5,5,3859.4432924999855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3859.431125292089,3859.431209000293,3859.4312203340232,3859.4432924999855,3859.4432924999855,3859.4432924999855,3859.4432924999855,3862.431304000318,3862.431304000318,3863.427772334311,1,1,0.9633840839378536,0.10097366571426392,None,3863.428408750333,3863.428476042114,None,3863.428589959163,3863.428643292282,None,3863.4566824589856,3863.4566824589856,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_223_seed_1.png,6,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,6,6,6,3863.4566824589856,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3863.4291856251657,3863.4293323340826,3863.4293565000407,3863.4566824589856,3863.4566824589856,3863.4566824589856,3863.4566824589856,3866.4479366671294,3866.4479366671294,3867.430948542431,1,0,2.7388623752631247,0.154040333814919,None,3867.4315883340314,3867.431662459392,None,3867.4317803340964,3867.431821125094,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_725_seed_1.png,7,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,7,7,7,3867.456343334168,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3867.432270000223,3867.432409292087,3867.432426209096,3867.456343334168,3867.456343334168,3867.456343334168,3867.456343334168,3870.462442209013,3870.462442209013,3871.4443546673283,1,1,1.3442735010758042,0.17202662490308285,None,3871.4450249592774,3871.445100917015,None,3871.445223959163,3871.445264875423,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_130_seed_1.png,8,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,8,8,8,3871.468935375102,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3871.445742167067,3871.4458640841767,3871.4458804172464,3871.468935375102,3871.468935375102,3871.468935375102,3871.468935375102,3874.463976375293,3874.463976375293,3875.4472626671195,None,0,,,['1'],3875.448001709301,3875.448058917187,None,3875.4481486249715,3875.4481766670942,None,,,[1.9416674999520183],[0.144961207639426],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,9,9,9,3875.460910042282,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3875.448490084149,3875.4485762501135,3875.448587791994,3875.460910042282,3875.460910042282,3875.460910042282,3875.460910042282,3878.4475303343497,3878.4475303343497,3879.444423542358,None,0,,,None,3879.444832917303,3879.4448910001665,None,3879.444996959064,3879.445028583985,None,3879.46701529203,3879.46701529203,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_80_seed_1.png,10,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,10,10,10,3879.46701529203,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3879.445418667048,3879.445513084065,3879.4455440002494,3879.46701529203,3879.46701529203,3879.46701529203,3879.46701529203,3882.460973917041,3882.460973917041,3883.4475943343714,2,1,1.0367002920247614,0.10598583286628127,None,3883.4481486249715,3883.4482130422257,None,3883.448307875078,3883.4483404173516,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_133_seed_1.png,11,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,11,11,11,3883.471904709004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3883.4486946254037,3883.448802542407,3883.448816084303,3883.471904709004,3883.471904709004,3883.471904709004,3883.471904709004,3886.4795342502184,3886.4795342502184,3887.4609176251106,1,1,2.0096915420144796,0.11697812471538782,None,3887.461430667434,3887.461489250418,None,3887.461586209014,3887.461618459318,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_723_seed_1.png,12,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,12,12,12,3887.484071834013,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3887.461981334258,3887.462077875156,3887.462090959307,3887.484071834013,3887.484071834013,3887.484071834013,3887.484071834013,3890.48112745909,3890.48112745909,3891.4634891673923,1,1,1.6825873339548707,0.14308716589584947,None,3891.4640155001543,3891.4640740840696,None,3891.46416754229,3891.464199542068,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_121_seed_1.png,13,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,13,13,13,3891.487024959177,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3891.4645487922244,3891.464645709377,3891.46465883404,3891.487024959177,3891.487024959177,3891.487024959177,3891.487024959177,3894.480628167279,3894.480628167279,3895.4647502922453,1,1,2.2617059997282922,0.16095704212784767,None,3895.4653740841895,3895.4654457923025,None,3895.4655659589916,3895.4656045841984,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_451_seed_1.png,14,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,14,14,14,3895.4909890843555,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3895.466041125357,3895.4661589590833,3895.4661753340624,3895.4909890843555,3895.4909890843555,3895.4909890843555,3895.4909890843555,3898.4812020002864,3898.4812020002864,3899.4773271670565,1,1,0.8488065423443913,0.12588499998673797,None,3899.4779471252114,3899.478019459173,None,3899.478138250299,3899.4781777500175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_181_seed_1.png,15,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,15,15,15,3899.502011459321,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3899.478738709353,3899.4788904171437,3899.4789141672663,3899.502011459321,3899.502011459321,3899.502011459321,3899.502011459321,3902.5108637092635,3902.5108637092635,3903.4807697501965,1,1,0.9586958340369165,0.14097504084929824,None,3903.481234084349,3903.4812927921303,None,3903.4813778754324,3903.4814102090895,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_647_seed_1.png,16,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,16,16,16,3903.501860459335,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3903.481776959263,3903.4818634591065,3903.4818748342805,3903.501860459335,3903.501860459335,3903.501860459335,3903.501860459335,3906.494004792068,3906.494004792068,3907.494389625266,1,1,1.981864417437464,0.15408637467771769,None,3907.4949499592185,3907.4950140840374,None,3907.495112875011,3907.4951463751495,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_499_seed_1.png,17,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,17,17,17,3907.517167459242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3907.4955149171874,3907.4956127502955,3907.495626000222,3907.517167459242,3907.517167459242,3907.517167459242,3907.517167459242,3910.5276751252823,3910.5276751252823,3911.4957777094096,1,1,2.155525708105415,0.1620633341372013,None,3911.4964235001244,3911.496514417231,None,3911.4966359171085,3911.49667554209,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_207_seed_1.png,18,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,18,18,18,3911.5180381671526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3911.4971223752946,3911.4972401252016,3911.497256584,3911.5180381671526,3911.5180381671526,3911.5180381671526,3911.5180381671526,3914.5306699173525,3914.5306699173525,3915.497500709258,2,1,0.815763084217906,0.17989604081958532,None,3915.4978760844097,3915.497930624988,None,3915.4979948750697,3915.498016584199,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,19,19,19,3915.5106858341023,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3915.498263709247,3915.498346750159,3915.4983558752574,3915.5106858341023,3915.5106858341023,3915.5106858341023,3915.5106858341023,3918.4976145420223,3918.4976145420223,3919.497906542383,None,0,,,None,3919.4986319593154,3919.4987259591,None,3919.49886416737,3919.4989184173755,None,3919.5251608751714,3919.5251608751714,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_687_seed_1.png,20,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,20,20,20,3919.5251608751714,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3919.4995507500134,3919.499661833979,3919.4996764170937,3919.5251608751714,3919.5251608751714,3919.5251608751714,3919.5251608751714,3922.5277521670796,3922.5277521670796,3923.5111929592676,1,1,1.8177302917465568,0.12288733385503292,None,3923.5118149593472,3923.5118886670098,None,3923.51202791743,3923.5120675424114,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_431_seed_1.png,21,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,21,21,21,3923.5352414590307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3923.512515875045,3923.5126328342594,3923.5126488753594,3923.5352414590307,3923.5352414590307,3923.5352414590307,3923.5352414590307,3926.545826542191,3926.545826542191,3927.5145845003426,1,1,1.4026434998959303,0.1580068334005773,None,3927.5150976669975,3927.5151570839807,None,3927.5152555420063,3927.5152879171073,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_473_seed_1.png,22,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,22,22,22,3927.5425817919895,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3927.5156433749944,3927.5157552501187,3927.5157714593224,3927.5425817919895,3927.5425817919895,3927.5425817919895,3927.5425817919895,3930.5317557090893,3930.5317557090893,3931.5277013340965,1,1,1.571186751127243,0.15105437487363815,None,3931.5282205841504,3931.528280416969,None,3931.5283897500485,3931.5284235840663,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_490_seed_1.png,23,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,23,23,23,3931.5517847919837,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3931.5287960423157,3931.5288929590024,3931.5289062503725,3931.5517847919837,3931.5517847919837,3931.5517847919837,3931.5517847919837,3934.5488622924313,3934.5488622924313,3935.531320334412,1,1,1.0601132088340819,0.1349307498894632,None,3935.5317834592424,3935.531837459188,None,3935.5319116669707,3935.5319369169883,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_619_seed_1.png,24,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,24,24,24,3935.5564259593375,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3935.5322274169885,3935.532332499977,3935.532342792023,3935.5564259593375,3935.5564259593375,3935.5564259593375,3935.5564259593375,3938.563626084011,3938.563626084011,3939.5480440002866,1,1,1.4854363747872412,0.13001087494194508,None,3939.548465959262,3939.54851350002,None,3939.5485874591395,3939.5486117503606,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_25_2.png,25,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,25,25,25,3939.5708380001597,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3939.548890999984,3939.5489806253463,3939.5489904591814,3939.5708380001597,3939.5708380001597,3939.5708380001597,3939.5708380001597,3942.5642800843343,3942.5642800843343,3943.561774834059,1,1,1.5919616669416428,0.15503037488088012,None,3943.5628220001236,3943.562895459123,None,3943.562974459026,3943.5630001672544,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_228_seed_1.png,26,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,26,26,26,3943.584929374978,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3943.5632900842465,3943.5633950843476,3943.5634055002593,3943.584929374978,3943.584929374978,3943.584929374978,3943.584929374978,3946.5976377502084,3946.5976377502084,3947.5642222091556,1,1,2.220030626282096,0.155886665917933,None,3947.564748375211,3947.5648108753376,None,3947.5649084174074,3947.564940500073,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_566_seed_1.png,27,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,27,27,27,3947.5889731673524,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3947.5652972501703,3947.5653948341496,3947.565408459399,3947.5889731673524,3947.5889731673524,3947.5889731673524,3947.5889731673524,3950.59448108403,3950.59448108403,3951.5794082093053,2,0,1.7530219592154026,0.16586829209700227,None,3951.5803733342327,3951.5804905840196,None,3951.5806109174155,3951.5806555422023,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_657_seed_1.png,28,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,28,28,28,3951.605966917239,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3951.581149834208,3951.5812866250053,3951.5813036253676,3951.605966917239,3951.605966917239,3951.605966917239,3951.605966917239,3954.5975616672076,3954.5975616672076,3955.596599875018,1,1,1.108972208108753,0.14991441695019603,None,3955.597222709097,3955.5972959590144,None,3955.5974128344096,3955.597451750189,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,29,29,29,3955.6104729590006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3955.5978814591654,3955.598002459388,3955.5980187500827,3955.6104729590006,3955.6104729590006,3955.6104729590006,3955.6104729590006,3958.611219041981,3958.611219041981,3959.5948062920943,None,0,,,None,3959.595291959122,3959.595360917039,None,3959.595488958992,3959.5955269592814,None,3959.6212645843625,3959.6212645843625,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_137_seed_1.png,30,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,30,30,30,3959.6212645843625,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3959.596035459079,3959.5961800003424,3959.596200000029,3959.6212645843625,3959.6212645843625,3959.6212645843625,3959.6212645843625,3962.6153045841493,3962.6153045841493,3963.5971674593166,1,0,1.1435991250909865,0.14112275000661612,None,3963.5977498344146,3963.597795084119,None,3963.5978674590588,3963.5978912501596,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_5_seed_1.png,31,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,31,31,31,3963.6223134170286,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3963.598164250143,3963.5982404174283,3963.5982501669787,3963.6223134170286,3963.6223134170286,3963.6223134170286,3963.6223134170286,3966.6278841672465,3966.6278841672465,3967.614603625145,1,1,0.7367065008729696,0.1388967502862215,None,3967.6152357920073,3967.615309209097,None,3967.6154283750802,3967.6154683344066,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_224_seed_1.png,32,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,32,32,32,3967.641012709122,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3967.6158961672336,3967.61601395905,3967.616030125413,3967.641012709122,3967.641012709122,3967.641012709122,3967.641012709122,3970.6313360002823,3970.6313360002823,3971.63073500013,1,1,1.967903083190322,0.09394120890647173,None,3971.6314003751613,3971.6314811673947,None,3971.6316073751077,3971.631646834314,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_216_seed_1.png,33,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,33,33,33,3971.657354417257,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3971.632112750318,3971.6322124591097,3971.6322268340737,3971.657354417257,3971.657354417257,3971.657354417257,3971.657354417257,3974.6612462503836,3974.6612462503836,3975.6474705841392,2,1,1.3526322501711547,0.10790395922958851,None,3975.6481560841203,3975.648231459316,None,3975.648344584275,3975.648376917001,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_461_seed_1.png,34,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,34,34,34,3975.673640542198,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3975.6487741251476,3975.648881000001,3975.6488942923024,3975.673640542198,3975.673640542198,3975.673640542198,3975.673640542198,3978.6642667502165,3978.6642667502165,3979.66146029206,2,1,1.5072915838100016,0.14510687487199903,None,3979.6621008343063,3979.6621739594266,None,3979.6622993340716,3979.6623383341357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_91_seed_1.png,35,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,35,35,35,3979.6895294999704,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3979.6627766252495,3979.6629150002263,3979.662931667175,3979.6895294999704,3979.6895294999704,3979.6895294999704,3979.6895294999704,3982.694569625426,3982.694569625426,3983.663434917107,1,1,1.8604287919588387,0.12211562506854534,None,3983.6641590003856,3983.6642332090996,None,3983.664310167078,3983.6643361253664,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_521_seed_1.png,36,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,36,36,36,3983.6862745420076,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3983.6646168753505,3983.6647064173594,3983.6647162921727,3983.6862745420076,3983.6862745420076,3983.6862745420076,3983.6862745420076,3986.6836841669865,3986.6836841669865,3987.665182542056,2,0,2.872818708885461,None,None,3987.6658022091724,3987.6658576671034,None,3987.665932250209,3987.665957750287,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_158_seed_1.png,37,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,39,39,39,3995.693994625006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3995.685288750101,3995.685403916985,3995.6854157503694,3995.693994625006,3995.693994625006,3995.693994625006,3995.693994625006,3998.6833199174143,3998.6833199174143,3999.678170584142,None,0,,,None,3999.678504084237,3999.6785502093844,None,3999.6786280004308,3999.678653292358,None,3999.704330333974,3999.704330333974,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_337_seed_1.png,40,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,41,41,41,4003.6998449172825,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4003.6815426670946,4003.6816465840675,4003.6816569170915,4003.6998449172825,4003.6998449172825,4003.6998449172825,4003.6998449172825,4006.7113287090324,4006.7113287090324,4007.681980542373,1,1,2.1011989167891443,0.11401379108428955,None,4007.6825381251983,4007.6826048339717,None,4007.682677959092,4007.6827074172907,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_201_seed_1.png,42,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,42,42,42,4007.704398292117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4007.682990374975,4007.683068125043,4007.6830785423517,4007.704398292117,4007.704398292117,4007.704398292117,4007.704398292117,4010.7112548751757,4010.7112548751757,4011.69517233409,1,1,1.7827817918732762,0.12885625008493662,None,4011.6964545422234,4011.6966081671417,None,4011.696774584241,4011.6968375840224,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_183_seed_1.png,43,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,43,43,43,4011.724097125232,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4011.6976254172623,4011.697971750051,4011.6979934172705,4011.724097125232,4011.724097125232,4011.724097125232,4011.724097125232,4014.714484250173,4014.714484250173,4015.7016798341647,1,1,1.6909924168139696,0.15496291732415557,None,4015.702320334036,4015.702392959036,None,4015.7025126670487,4015.7025522920303,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_166_seed_1.png,44,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,44,44,44,4015.7268655002117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4015.7030154592358,4015.7031661672518,4015.7031821673736,4015.7268655002117,4015.7268655002117,4015.7268655002117,4015.7268655002117,4018.7141437921673,4018.7141437921673,4019.7141172923148,1,1,2.2263280423358083,0.1729219169355929,None,4019.7147433753125,4019.714816458989,None,4019.7149357921444,4019.714976917021,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_721_seed_1.png,45,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,45,45,45,4019.7403860003687,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4019.7154311672784,4019.7155443751253,4019.715560459066,4019.7403860003687,4019.7403860003687,4019.7403860003687,4019.7403860003687,4022.7305486253463,4022.7305486253463,4023.7280385419726,1,0,2.5237158332020044,0.12508445885032415,None,4023.7285560420714,4023.728621792048,None,4023.728720417246,4023.7287522503175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_115_2.png,46,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,46,46,46,4023.752545375377,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4023.729116000235,4023.72921204241,4023.729225042276,4023.752545375377,4023.752545375377,4023.752545375377,4023.752545375377,4026.7499545840546,4026.7499545840546,4027.732233125251,1,1,1.2445213748142123,0.12508795922622085,None,4027.7329087089747,4027.7329841251485,None,4027.733110500034,4027.73314995924,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_331_seed_1.png,47,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,47,47,47,4027.7583051673137,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4027.733611000236,4027.733734167181,4027.733750417363,4027.7583051673137,4027.7583051673137,4027.7583051673137,4027.7583051673137,4030.747114542406,4030.747114542406,4031.7454353342764,1,1,1.0858775842934847,0.17192108277231455,None,4031.746314959135,4031.7464236253873,None,4031.7465755003504,4031.7466208753176,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_482_seed_1.png,48,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,48,48,48,4031.76502037514,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4031.747115666978,4031.7473214999773,4031.7473401250318,4031.76502037514,4031.76502037514,4031.76502037514,4031.76502037514,4034.761391875334,4034.761391875334,4035.7479219590314,1,1,2.511201291810721,0.13493450032547116,None,4035.7483181674033,4035.748364042025,None,4035.7484368341975,4035.748460667208,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,49,49,49,4035.761464500334,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4035.748732750304,4035.748804959003,4035.7488147923723,4035.761464500334,4035.761464500334,4035.761464500334,4035.761464500334,4038.748575292062,4038.748575292062,4039.7472169590183,None,0,,,None,4039.7481361250393,4039.748236542102,None,4039.7483270843513,4039.748354875017,None,4039.7719752923585,4039.7719752923585,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_270_seed_1.png,50,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,50,50,50,4039.7719752923585,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4039.7486969172023,4039.748807874974,4039.748818584252,4039.7719752923585,4039.7719752923585,4039.7719752923585,4039.7719752923585,4042.783000917174,4042.783000917174,4043.749094209168,1,1,0.8982371669262648,0.12892758380621672,None,4043.7497129170224,4043.7497871671803,None,4043.749904875178,4043.7499447092414,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_292_seed_1.png,51,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,51,51,51,4043.7750337091275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4043.7503718752414,4043.7504922919907,4043.75050866697,4043.7750337091275,4043.7750337091275,4043.7750337091275,4043.7750337091275,4046.765678959433,4046.765678959433,4047.7632979173213,1,1,1.2881168331950903,0.13014891697093844,None,4047.7643868750893,4047.7644847091287,None,4047.764594458975,4047.764629750047,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_594_seed_1.png,52,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,52,52,52,4047.7904219590127,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4047.765084792394,4047.7652310002595,4047.765244584065,4047.7904219590127,4047.7904219590127,4047.7904219590127,4047.7904219590127,4050.7973754173145,4050.7973754173145,4051.7786439172924,1,1,2.017788916826248,0.15698741702362895,None,4051.7793540423736,4051.7794470842928,None,4051.779602291994,4051.7796515002847,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_93_seed_1.png,53,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,53,53,53,4051.802897042129,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4051.7801238340326,4051.7802465003915,4051.7802580003627,4051.802897042129,4051.802897042129,4051.802897042129,4051.802897042129,4054.7979124169797,4054.7979124169797,4055.782710667234,1,1,1.3242954593151808,0.14506929088383913,None,4055.7841817094013,4055.7842752500437,None,4055.784366792068,4055.784398584161,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_642_seed_1.png,54,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,54,54,54,4055.807812459301,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4055.7847673343495,4055.7848601671867,4055.7848718753085,4055.807812459301,4055.807812459301,4055.807812459301,4055.807812459301,4058.8009920842014,4058.8009920842014,4059.79677979229,1,1,2.679496292024851,0.15399754187092185,None,4059.797238584142,4059.797290667426,None,4059.7973641250283,4059.79738845909,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_383_seed_1.png,55,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,55,55,55,4059.817124667112,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4059.797666999977,4059.797768834047,4059.797779292334,4059.817124667112,4059.817124667112,4059.817124667112,4059.817124667112,4062.8280880004168,4062.8280880004168,4063.8012417503633,2,0,1.8121283343061805,0.149983000010252,None,4063.8018925841898,4063.801966542378,None,4063.8020884590223,4063.8021283750422,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_683_seed_1.png,56,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,56,56,56,4063.8292146250606,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4063.802568834275,4063.802700625267,4063.8027167920955,4063.8292146250606,4063.8292146250606,4063.8292146250606,4063.8292146250606,4066.829169417266,4066.829169417266,4067.81452654209,1,1,1.1900943340733647,0.1570071247406304,None,4067.814917042386,4067.8149578343146,None,4067.8150110002607,4067.8150290003978,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_344_seed_1.png,57,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,57,57,57,4067.832834292203,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4067.815245709382,4067.8153372923844,4067.8153448752128,4067.832834292203,4067.832834292203,4067.832834292203,4067.832834292203,4070.832139125094,4070.832139125094,4071.8314699591137,None,0,,,None,4071.831742625218,4071.83178600017,None,4071.8318526670337,4071.8318740422837,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_612_seed_1.png,58,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,58,58,58,4071.851717750076,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4071.8321245000698,4071.832188667264,4071.83219737513,4071.851717750076,4071.851717750076,4071.851717750076,4071.851717750076,4074.8486325424165,4074.8486325424165,4075.8458391670138,1,1,2.298654249869287,0.14394866675138474,None,4075.8467712500133,4075.8468780000694,None,4075.847018416971,4075.8470651251264,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,59,59,59,4075.856599959079,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4075.8475720002316,4075.847756584175,4075.8477740422823,4075.856599959079,4075.856599959079,4075.856599959079,4075.856599959079,4078.848630625289,4078.848630625289,4079.848767750431,None,0,,,None,4079.8496593344025,4079.849719792139,None,4079.8498086254112,4079.8498345003463,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_108_seed_1.png,60,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,10,0,10,0,0,61,61,61,4083.888594167307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4083.865698084235,4083.8657849170268,4083.8657965003513,4083.888594167307,4083.888594167307,4083.888594167307,4083.888594167307,4086.881480709184,4086.881480709184,4087.881195584312,1,1,1.5057172500528395,0.1750482921488583,None,4087.881552875042,4087.8815930420533,None,4087.8816577093676,4087.881679334212,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_517_seed_1.png,62,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,62,62,62,4087.905445917044,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4087.8819226250052,4087.881988584064,4087.8819972090423,4087.905445917044,4087.905445917044,4087.905445917044,4087.905445917044,4090.897967542056,4090.897967542056,4091.897721959278,None,0,,,['1'],4091.8986389590427,4091.8987040421925,None,4091.8987836251035,4091.8988164593466,None,,,[1.9588726670481265],[0.1649726671166718],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_710_seed_1.png,63,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,63,63,63,4091.921144292224,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4091.8991758753546,4091.899259292055,4091.8992697922513,4091.921144292224,4091.921144292224,4091.921144292224,4091.921144292224,4094.931556167081,4094.931556167081,4095.914438959211,1,0,2.800169167108834,0.13300883304327726,"['2', '1']",4095.9154511671513,4095.9155125422403,None,4095.915607708972,4095.9156445004046,None,,,"[2.9811753751710057, 3.0601823749020696]","[0.1260136249475181, 0.08905370812863111]",,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_410_seed_1.png,64,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,64,64,64,4095.9425667501055,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4095.916027083993,4095.916131834034,4095.9161455840804,4095.9425667501055,4095.9425667501055,4095.9425667501055,4095.9425667501055,4098.94655220909,4098.94655220909,4099.930133874994,2,1,1.0257221669889987,0.1300086248666048,None,4099.93075379217,4099.9308269592,None,4099.9309447500855,4099.930985250045,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_473_seed_1.png,65,0,1,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,65,65,65,4099.95693450002,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4099.931413833983,4099.931534917094,4099.931551125366,4099.95693450002,4099.95693450002,4099.95693450002,4099.95693450002,4102.948343249969,4102.948343249969,4103.945167625323,1,0,1.6325470418669283,0.10396391712129116,None,4103.945830792189,4103.9459077920765,None,4103.946023625322,4103.94606341701,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_382_seed_1.png,66,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,66,66,66,4103.974209709093,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4103.946528584231,4103.946648875251,4103.946667834185,4103.974209709093,4103.974209709093,4103.974209709093,4103.974209709093,4106.97970033437,4106.97970033437,4107.9492399170995,1,1,1.118272874969989,0.11785995913669467,None,4107.949854959268,4107.949926500209,None,4107.9500447921455,4107.950085292105,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_81_seed_1.png,67,0,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,67,67,67,4107.974830750376,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4107.950530500151,4107.950651084073,4107.9506669593975,4107.974830750376,4107.974830750376,4107.974830750376,4107.974830750376,4110.966710834298,4110.966710834298,4111.961811709218,1,1,1.7496314588934183,0.11599108343943954,None,4111.962423500139,4111.962495292071,None,4111.962610792369,4111.96265041735,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,10,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,68,68,68,4111.973479667213,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4111.96308437502,4111.963227916975,4111.963246917352,4111.973479667213,4111.973479667213,4111.973479667213,4111.973479667213,4114.978327000048,4114.978327000048,4115.964357625227,None,0,,,None,4115.964681792073,4115.96472820919,None,4115.964802750386,4115.964828334283,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,10,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,10,0,10,0,0,69,69,69,4115.978411500342,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4115.965119459201,4115.965194667224,4115.965204584412,4115.978411500342,4115.978411500342,4115.978411500342,4115.978411500342,4118.965524417348,4118.965524417348,4119.963777542114,None,0,,,None,4119.96410191711,4128.09825916728,1,4128.0987517922185,4172.283803584054,equal,4119.973984792363,4119.973984792363,,,4119.973984792363,4119.973984792363,8.110548292286694,None,4128.115749750286,4128.115749750286,44.16597016714513,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,10,0,10,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_706_seed_1.png,0,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,0,0,0,4172.319065167103,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4172.29842104204,4172.298521917313,4172.298533500172,4172.319065167103,4172.319065167103,4172.319065167103,4172.319065167103,4175.328549459111,4175.328549459111,4176.311942042317,1,0,1.4236154588870704,0.13395770825445652,None,4176.313117749989,4176.313211709261,None,4176.313479125034,4176.313526709098,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_534_seed_1.png,1,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,1,1,1,4176.339132416993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4176.314133750275,4176.315326125361,4176.3153543341905,4176.339132416993,4176.339132416993,4176.339132416993,4176.339132416993,4179.347905000206,4179.347905000206,4180.317189917434,1,1,1.5835320837795734,0.1389580830000341,None,4180.317600292154,4180.317641625181,None,4180.317704583984,4180.317723541986,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_119_seed_1.png,2,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,2,2,2,4180.334981500171,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4180.317947292235,4180.318035375327,4180.318043667357,4180.334981500171,4180.334981500171,4180.334981500171,4180.334981500171,4183.332078250125,4183.332078250125,4184.3287795842625,1,1,1.250670792069286,0.1241164579987526,None,4184.329330875073,4184.329389959108,None,4184.329486000352,4184.329517667182,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_422_seed_1.png,3,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,3,3,3,4184.352358834352,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4184.329873709008,4184.329995000269,4184.33001158433,4184.352358834352,4184.352358834352,4184.352358834352,4184.352358834352,4187.348655417096,4187.348655417096,4188.331271250267,1,1,1.3023414579220116,0.1460008337162435,None,4188.331727084238,4188.331779250409,None,4188.331860584207,4188.3318880843,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_192_seed_1.png,4,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,4,4,4,4188.352004209068,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4188.332192667294,4188.332281917334,4188.332293334417,4188.352004209068,4188.352004209068,4188.352004209068,4188.352004209068,4191.3621825003065,4191.3621825003065,4192.332547334023,1,1,1.4187297499738634,0.1560340840369463,None,4192.33314125007,4192.333205500152,None,4192.333303750027,4192.333337209187,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_9_seed_1.png,5,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,5,5,5,4192.356401209254,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4192.33374716714,4192.333850292023,4192.333863875363,4192.356401209254,4192.356401209254,4192.356401209254,4192.356401209254,4195.3618910419755,4195.3618910419755,4196.345117084216,1,1,0.8653163337148726,0.14994854107499123,None,4196.345737959258,4196.345808875281,None,4196.345928667113,4196.345967459027,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_394_seed_1.png,6,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,6,6,6,4196.366801999975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4196.346404834185,4196.346543209162,4196.346560209058,4196.366801999975,4196.366801999975,4196.366801999975,4196.366801999975,4199.3790544592775,4199.3790544592775,4200.348765792325,1,1,0.7698932918719947,0.12308512488380075,None,4200.349274500273,4200.349332209211,None,4200.349427083973,4200.349461292382,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_545_seed_1.png,7,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,7,7,7,4200.372516584117,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4200.349816375412,4200.349912791979,4200.349925875198,4200.372516584117,4200.372516584117,4200.372516584117,4200.372516584117,4203.378668750171,4203.378668750171,4204.362079500221,1,1,1.000181458890438,0.13099087495356798,None,4204.362751584034,4204.3628290840425,None,4204.362948417198,4204.362988625187,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_258_seed_1.png,8,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,8,8,8,4204.387085334398,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4204.363458042033,4204.3635767921805,4204.3635930423625,4204.387085334398,4204.387085334398,4204.387085334398,4204.387085334398,4207.382817959413,4207.382817959413,4208.365506209433,1,1,1.0246222922578454,0.12513049971312284,None,4208.366022084374,4208.366081375163,None,4208.36617608415,4208.366203625221,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,9,9,9,4208.378786500078,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4208.366512375418,4208.366596375126,4208.3666078750975,4208.378786500078,4208.378786500078,4208.378786500078,4208.378786500078,4211.3656105422415,4211.3656105422415,4212.362093459349,None,0,,,None,4212.362458459102,4212.362513750326,None,4212.362614999991,4212.362646292429,None,4212.3770060003735,4212.3770060003735,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/8_78.png,10,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,10,10,10,4212.3770060003735,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4212.3630322501995,4212.363124249969,4212.363140292,4212.3770060003735,4212.3770060003735,4212.3770060003735,4212.3770060003735,4215.366955833975,4215.366955833975,4216.362019000109,1,1,1.193734458182007,0.15197837492451072,None,4216.362513625063,4216.362567250151,None,4216.3626487092115,4216.362675584387,None,4216.386421333998,4216.386421333998,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_613_seed_1.png,11,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,11,11,11,4216.386421333998,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4216.3629821250215,4216.363061750308,4216.363073000219,4216.386421333998,4216.386421333998,4216.386421333998,4216.386421333998,4219.38312787516,4219.38312787516,4220.380263125058,1,1,1.0703455000184476,0.15495808282867074,None,4220.381066417322,4220.381165666971,None,4220.38128787512,4220.3813331252895,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_97_seed_1.png,12,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,12,12,12,4220.404721084051,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4220.381786084268,4220.381924875081,4220.381941417232,4220.404721084051,4220.404721084051,4220.404721084051,4220.404721084051,4223.398687625304,4223.398687625304,4224.382047167048,2,1,1.330094208009541,0.15999912517145276,None,4224.3824986252,4224.38255120907,None,4224.382633709349,4224.382660917006,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_210_seed_1.png,13,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,13,13,13,4224.402762584388,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4224.382969208993,4224.383063459303,4224.3830752093345,4224.402762584388,4224.402762584388,4224.402762584388,4224.402762584388,4227.4121313751675,4227.4121313751675,4228.394981584046,1,1,1.3160196668468416,0.12309458339586854,None,4228.395652250387,4228.395724541973,None,4228.395846334286,4228.395885000005,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_562_seed_1.png,14,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,14,14,14,4228.418666167185,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4228.396328709088,4228.3964680843055,4228.396484417375,4228.418666167185,4228.418666167185,4228.418666167185,4228.418666167185,4231.41594908433,4231.41594908433,4232.398695959244,2,1,1.442190583795309,0.19809554098173976,None,4232.3992305002175,4232.399299042299,None,4232.399399416987,4232.399433084298,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_595_seed_1.png,15,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,15,15,15,4232.4242081250995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4232.399847459048,4232.39996095933,4232.399974500295,4232.4242081250995,4232.4242081250995,4232.4242081250995,4232.4242081250995,4235.416054917034,4235.416054917034,4236.412103084382,1,1,0.7606782508082688,0.15099004097282887,None,4236.412554542068,4236.412606375292,None,4236.412686959375,4236.412714334205,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_570_seed_1.png,16,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,16,16,16,4236.438864459284,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4236.413017624989,4236.413109292276,4236.413120334037,4236.438864459284,4236.438864459284,4236.438864459284,4236.438864459284,4239.4454543343745,4239.4454543343745,4240.4158585839905,1,1,0.8929339586757123,0.1271117082796991,None,4240.41646575043,4240.416531709023,None,4240.416629125364,4240.416661834344,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_143_seed_1.png,17,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,17,17,17,4240.441132334061,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4240.417021750007,4240.417119292077,4240.417132417206,4240.441132334061,4240.441132334061,4240.441132334061,4240.441132334061,4243.432083292399,4243.432083292399,4244.430716209114,1,1,1.8637182503007352,0.16706387465819716,None,4244.431193625089,4244.431244000327,None,4244.431315792259,4244.4313395423815,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_190_seed_1.png,18,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,18,18,18,4244.447637417354,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4244.431626709178,4244.431738542393,4244.431748750154,4244.447637417354,4244.447637417354,4244.447637417354,4244.447637417354,4247.445545500144,4247.445545500144,4248.432204417419,1,1,1.1151890009641647,0.1230103331618011,None,4248.432830750011,4248.432904667221,None,4248.433021374978,4248.433061167132,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,19,19,19,4248.444692250341,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4248.433512125164,4248.4336310420185,4248.433647875208,4248.444692250341,4248.444692250341,4248.444692250341,4248.444692250341,4251.445773834363,4251.445773834363,4252.429422541987,None,0,,,None,4252.430175875314,4252.430258125067,None,4252.430397666991,4252.430444667116,None,4252.454515834339,4252.454515834339,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_582_seed_1.png,20,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,20,20,20,4252.454515834339,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4252.4310290003195,4252.431167875417,4252.43118583411,4252.454515834339,4252.454515834339,4252.454515834339,4252.454515834339,4255.44854554208,4255.44854554208,4256.43193370942,1,1,1.8373852078802884,0.1680617919191718,None,4256.432464000303,4256.432531459257,None,4256.43263083417,4256.432664750144,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_717_seed_1.png,21,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,21,21,21,4256.455158292316,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4256.433065667283,4256.433164125308,4256.433177542407,4256.455158292316,4256.455158292316,4256.455158292316,4256.455158292316,4259.462239209097,4259.462239209097,4260.4457054589875,1,1,1.0827518329024315,0.11708020931109786,None,4260.446323500015,4260.446395542007,None,4260.446526625194,4260.446574375033,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_481_seed_1.png,22,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,22,22,22,4260.471233625431,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4260.447020667139,4260.447157958988,4260.44717420917,4260.471233625431,4260.471233625431,4260.471233625431,4260.471233625431,4263.478869250044,4263.478869250044,4264.448971292004,1,1,2.319643458817154,0.15300716692581773,None,4264.449516209308,4264.449581000023,None,4264.449683334213,4264.4497187919915,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_452_seed_1.png,23,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,23,23,23,4264.473305375315,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4264.450130792335,4264.4502337924205,4264.4502471252345,4264.473305375315,4264.473305375315,4264.473305375315,4264.473305375315,4267.478888042271,4267.478888042271,4268.462330375332,1,1,1.4035867089405656,0.14910124987363815,None,4268.462889458984,4268.462952167261,None,4268.463052209001,4268.46308516711,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_719_seed_1.png,24,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,24,24,24,4268.490307209082,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4268.463459667284,4268.4635585420765,4268.463571709115,4268.490307209082,4268.490307209082,4268.490307209082,4268.490307209082,4271.483037500177,4271.483037500177,4272.465574959293,None,0,,,['1'],4272.467099209316,4272.467234750278,None,4272.467419167049,4272.467477250379,None,,,[1.7386233331635594],[0.17000716691836715],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_385_seed_1.png,25,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,25,25,25,4272.494831209071,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4272.468203042168,4272.468555666972,4272.468597125262,4272.494831209071,4272.494831209071,4272.494831209071,4272.494831209071,4275.4998237090185,4275.4998237090185,4276.478983292356,1,1,0.9751181248575449,0.13602858316153288,None,4276.479500334244,4276.479559125379,None,4276.479653417133,4276.479686292354,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_278_seed_1.png,26,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,26,26,26,4276.505708666984,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4276.480044750031,4276.48015191732,4276.480165292043,4276.505708666984,4276.505708666984,4276.505708666984,4276.505708666984,4279.512336375192,4279.512336375192,4280.482207834255,1,1,0.8572962498292327,0.15693437540903687,None,4280.4826652091,4280.482718542218,None,4280.482804292347,4280.482832834125,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_574_seed_1.png,27,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,27,27,27,4280.50694175018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4280.483148709405,4280.483244084287,4280.483255625237,4280.50694175018,4280.50694175018,4280.50694175018,4280.50694175018,4283.498555459082,4283.498555459082,4284.498648459092,None,0,,,['1'],4284.4991657091305,4284.499228000175,None,4284.499300667085,4284.499326875433,None,,,[0.8219983750022948],[0.1309914169833064],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/4_89.png,28,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,28,28,28,4284.5149983749725,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4284.499637042172,4284.499717459083,4284.499727959279,4284.5149983749725,4284.5149983749725,4284.5149983749725,4284.5149983749725,4287.512627459131,4287.512627459131,4288.4977703751065,2,0,1.0860455832444131,0.1788969999179244,None,4288.498191125225,4288.4982333751395,None,4288.498297417071,4288.498319125269,None,4288.519121500198,4288.519121500198,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_8_seed_1.png,29,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,29,29,29,4288.519121500198,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4288.498571709264,4288.498635334428,4288.498644125182,4288.519121500198,4288.519121500198,4288.519121500198,4288.519121500198,4291.515589958988,4291.515589958988,4292.499018167146,2,1,1.7039509578607976,0.14301562495529652,None,4292.499648292083,4292.499721209053,None,4292.499837000389,4292.4998767501675,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_499_seed_1.png,30,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,30,30,30,4292.526952792425,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4292.500313584227,4292.50043379236,4292.50045012543,4292.526952792425,4292.526952792425,4292.526952792425,4292.526952792425,4295.528664584272,4295.528664584272,4296.501319292001,1,0,0.9760405416600406,0.14013395924121141,None,4296.501872875262,4296.5019349590875,None,4296.502036709338,4296.502069334034,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_579_seed_1.png,31,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,31,31,31,4296.524235709105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4296.502433542162,4296.502577667125,4296.502591084223,4296.524235709105,4296.524235709105,4296.524235709105,4296.524235709105,4299.515111334156,4299.515111334156,4300.512299542315,1,1,0.9327799170278013,0.17700595781207085,None,4300.51280995924,4300.512870084029,None,4300.512964209076,4300.51299562538,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_584_seed_1.png,32,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,32,32,32,4300.535994166974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4300.513366417028,4300.513463458978,4300.513479541987,4300.535994166974,4300.535994166974,4300.535994166974,4300.535994166974,4303.545694000088,4303.545694000088,4304.514926250093,2,1,1.5391348339617252,0.15893833292648196,None,4304.515541250352,4304.515599834267,None,4304.515702375211,4304.515736250207,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,33,1,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,49,49,49,4368.659845709335,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4368.634415375069,4368.634638749994,4368.634673625231,4368.659845709335,4368.659845709335,4368.659845709335,4368.659845709335,4371.662582792342,4371.662582792342,4372.6493548341095,2,1,0.8985094167292118,0.13697533309459686,None,4372.649913167115,4372.649998208974,None,4372.650075792335,4372.650104334112,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/9_56.png,50,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,50,50,50,4372.665603209287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4372.650430334266,4372.650509417057,4372.650520000141,4372.665603209287,4372.665603209287,4372.665603209287,4372.665603209287,4375.653746709228,4375.653746709228,4376.662475875113,1,1,1.317660499829799,0.1391141670756042,None,4376.662956625223,4376.663012250327,None,4376.663076792378,4376.663098584395,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_45_seed_1.png,51,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,51,51,51,4376.682897542138,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4376.663359375205,4376.663460750133,4376.663469834253,4376.682897542138,4376.682897542138,4376.682897542138,4376.682897542138,4379.679164750036,4379.679164750036,4380.665818999987,1,1,0.7553609581664205,0.1390618341974914,None,4380.666276667267,4380.666330875363,None,4380.66641145898,4380.666439125314,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_520_seed_1.png,52,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,52,52,52,4380.691617542412,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4380.666747709271,4380.666830834001,4380.666842042003,4380.691617542412,4380.691617542412,4380.691617542412,4380.691617542412,4383.682728167158,4383.682728167158,4384.667835542001,1,1,2.203743708319962,0.14704079180955887,None,4384.668148334138,4384.668185334187,None,4384.66823966708,4384.668257625308,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_709_seed_1.png,53,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,54,54,54,4388.6893790420145,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4388.6673455000855,4388.6674397094175,4388.667453084141,4388.6893790420145,4388.6893790420145,4388.6893790420145,4388.6893790420145,4391.695926334243,4391.695926334243,4392.668565875385,1,1,1.2840209589339793,0.15205237502232194,None,4392.668990542181,4392.669040917419,None,4392.669114750344,4392.669139167294,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_350_seed_1.png,55,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,55,55,55,4392.69222379243,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4392.66941908421,4392.6695234593935,4392.669533584267,4392.69222379243,4392.69222379243,4392.69222379243,4392.69222379243,4395.682689375244,4395.682689375244,4396.681974834297,2,1,1.7172060841694474,0.12499416712671518,None,4396.682610625401,4396.682684125379,None,4396.682801667135,4396.682840542402,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 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71]",,,,,11,0,11,0,0,64,64,64,4428.78463008441,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4428.7670005843975,4428.767166167032,4428.7671799170785,4428.78463008441,4428.78463008441,4428.78463008441,4428.78463008441,4431.796073209029,4431.796073209029,4432.7680569593795,1,1,0.8518825001083314,0.10997745906934142,None,4432.769294709433,4432.769432125147,None,4432.769594042096,4432.76965366723,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/17_56.png,65,0,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,65,65,65,4432.788191209082,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4432.770430667326,4432.770752959419,4432.770774417091,4432.788191209082,4432.788191209082,4432.788191209082,4432.788191209082,4435.800365917385,4435.800365917385,4436.782298250124,1,1,1.0054154167883098,0.1559670832939446,None,4436.782746292185,4436.782798292115,None,4436.782879125327,4436.782908209134,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_218_seed_1.png,66,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,66,66,66,4436.81139079202,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4436.783240459394,4436.783324334305,4436.783335749991,4436.81139079202,4436.81139079202,4436.81139079202,4436.81139079202,4439.7980083753355,4439.7980083753355,4440.799027375411,1,0,1.31519345799461,0.12197354203090072,None,4440.799643542152,4440.799716584384,None,4440.799836625345,4440.799878209364,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_403_seed_1.png,67,0,1,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,67,67,67,4440.824760416988,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4440.800334917381,4440.8004374592565,4440.800450667273,4440.824760416988,4440.824760416988,4440.824760416988,4440.824760416988,4443.8160197502,4443.8160197502,4444.815614584368,1,0,1.6627208339050412,0.14904733328148723,None,4444.816685750149,4444.816874167416,None,4444.817067959346,4444.817130125128,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,11,1,1,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,68,68,68,4444.828715334181,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4444.818013334181,4444.818137042224,4444.818159750197,4444.828715334181,4444.828715334181,4444.828715334181,4444.828715334181,4447.8165492923,4447.8165492923,4448.817143209279,None,0,,,None,4448.817642084323,4448.817714374978,None,4448.817843417171,4448.817882209085,None,4448.82936470909,4448.82936470909,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,11,1,0,"[9, 19, 33, 44, 56, 68, 69, 70, 71]",,,,,11,0,11,0,0,69,69,69,4448.82936470909,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4448.818350334186,4448.818465042394,4448.8184815002605,4448.82936470909,4448.82936470909,4448.82936470909,4448.82936470909,4451.8165703341365,4451.8165703341365,4452.813040917274,None,0,,,None,4452.813413334079,4455.352873417083,1,4455.35329450015,4477.563723792322,equal,4452.828214500099,4452.828214500099,,,4452.828214500099,4452.828214500099,2.516469500027597,None,4455.362390791997,4455.362390791997,22.19433041708544,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,11,0,11,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_661_seed_1.png,0,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,0,0,0,4477.59579766728,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4477.576666167006,4477.576762792189,4477.57677425025,4477.59579766728,4477.59579766728,4477.59579766728,4477.59579766728,4480.5961878751405,4480.5961878751405,4481.579232459422,1,1,0.9139245012775064,0.13196249958127737,None,4481.580223250203,4481.580292917322,None,4481.5805116673,4481.580549500417,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_356_seed_1.png,1,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,1,1,1,4481.60467037512,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4481.581126500387,4481.5819770423695,4481.582001250237,4481.60467037512,4481.60467037512,4481.60467037512,4481.60467037512,4484.612931624986,4484.612931624986,4485.583628500346,1,1,1.0400608340278268,0.1320107919164002,None,4485.584162709303,4485.584230834153,None,4485.584331709426,4485.584364000242,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_233_seed_1.png,2,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,2,2,2,4485.606820917223,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4485.584723834414,4485.584825334139,4485.584841249976,4485.606820917223,4485.606820917223,4485.606820917223,4485.606820917223,4488.600323209073,4488.600323209073,4489.584931875113,1,0,1.3719145418144763,0.16101645911112428,None,4489.585462917108,4489.585521375295,None,4489.5856193341315,4489.585651292,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_330_seed_1.png,3,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,3,3,3,4489.609052625019,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4489.586008875165,4489.586110042408,4489.586123000365,4489.609052625019,4489.609052625019,4489.609052625019,4489.609052625019,4492.6154542923905,4492.6154542923905,4493.595920584165,1,1,1.484680582769215,0.1169670419767499,None,4493.596437667031,4493.596498209052,None,4493.596593459137,4493.59664125042,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_609_seed_1.png,4,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,4,4,4,4493.617653417401,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4493.597011375241,4493.597111999989,4493.597127959132,4493.617653417401,4493.617653417401,4493.617653417401,4493.617653417401,4496.616230792366,4496.616230792366,4497.599479000084,1,0,0.7271210830658674,0.12902641668915749,None,4497.6001072502695,4497.600179584231,None,4497.600296084303,4497.600335792173,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_512_seed_1.png,5,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,5,5,5,4497.6246212921105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4497.6007895842195,4497.600909749977,4497.600926042069,4497.6246212921105,4497.6246212921105,4497.6246212921105,4497.6246212921105,4500.615652709268,4500.615652709268,4501.613085667137,1,1,1.3451217501424253,0.15503633301705122,None,4501.613746667281,4501.613824625034,None,4501.613952959422,4501.613992417231,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_656_seed_1.png,6,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,6,6,6,4501.637573625427,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4501.614462625235,4501.61461016722,4501.614626834169,4501.637573625427,4501.637573625427,4501.637573625427,4501.637573625427,4504.632760292385,4504.632760292385,4505.6155741252005,1,1,1.085231208242476,0.12199308397248387,None,4505.615900834091,4505.615939666983,None,4505.615998000372,4505.616018167231,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_681_seed_1.png,7,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,7,7,7,4505.6382269170135,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4505.616240959149,4505.616305042058,4505.616312833969,4505.6382269170135,4505.6382269170135,4505.6382269170135,4505.6382269170135,4508.646281042136,4508.646281042136,4509.616520167328,1,1,1.9155956669710577,0.14492437476292253,None,4509.617003959138,4509.617055667099,None,4509.61713899998,4509.617166375276,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_506_seed_1.png,8,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,8,8,8,4509.637647959404,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4509.617474833969,4509.617557167076,4509.6175685422495,4509.637647959404,4509.637647959404,4509.637647959404,4509.637647959404,4512.6327407499775,4512.6327407499775,4513.631925375201,2,1,0.9081349591724575,0.11702420795336366,None,4513.632750792429,4513.632857625373,None,4513.632980042137,4513.633023292292,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,9,9,9,4513.645674834028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4513.633560875431,4513.6337822922505,4513.633800125215,4513.645674834028,4513.645674834028,4513.645674834028,4513.645674834028,4516.632987625431,4516.632987625431,4517.6299817091785,None,0,,,None,4517.630413500126,4517.630479375366,None,4517.630603292026,4517.630640333984,None,4517.658375250176,4517.658375250176,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_181_seed_1.png,10,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,10,10,10,4517.658375250176,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4517.631072250195,4517.631200584117,4517.631216709036,4517.658375250176,4517.658375250176,4517.658375250176,4517.658375250176,4520.663097334094,4520.663097334094,4521.632262542378,2,1,1.3393499166704714,0.15103512490168214,None,4521.632890250068,4521.632962417323,None,4521.633079542313,4521.633122000378,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_73_seed_1.png,11,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,11,11,11,4521.6512249172665,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4521.633557625115,4521.633676042315,4521.633692250121,4521.6512249172665,4521.6512249172665,4521.6512249172665,4521.6512249172665,4524.662998125423,4524.662998125423,4525.648935334291,1,1,0.8876354172825813,0.1579033751040697,None,4525.649332167115,4525.649378042202,None,4525.6494481251575,4525.64947266737,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_435_seed_1.png,12,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,12,12,12,4525.669547625352,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4525.6497360421345,4525.649806917179,4525.649816709105,4525.669547625352,4525.669547625352,4525.669547625352,4525.669547625352,4528.680273917038,4528.680273917038,4529.663267084397,1,1,1.6102599590085447,0.1560218334197998,None,4529.663741250057,4529.663788875099,None,4529.663862625137,4529.663886709139,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_arch2.jpg,13,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,13,13,13,4529.675980750006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4529.664185084403,4529.664284459315,4529.66429450037,4529.675980750006,4529.675980750006,4529.675980750006,4529.675980750006,4532.679784375243,4532.679784375243,4533.664816875011,1,1,2.2297850837931037,0.13794970838353038,None,4533.665446459316,4533.665517459158,None,4533.665633750148,4533.66567462543,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_480_seed_1.png,14,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,14,14,14,4533.692235625349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4533.666100459173,4533.6662183753215,4533.666237750091,4533.692235625349,4533.692235625349,4533.692235625349,4533.692235625349,4536.682162292302,4536.682162292302,4537.681377334055,1,1,0.9096852508373559,0.16788812493905425,None,4537.6823154171,4537.682418000419,None,4537.682556167245,4537.682607416995,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_458_seed_1.png,15,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,15,15,15,4537.698412167374,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4537.683231334202,4537.6834517093375,4537.6834720000625,4537.698412167374,4537.698412167374,4537.698412167374,4537.698412167374,4540.698153959122,4540.698153959122,4541.683749624994,1,1,2.321426042355597,0.14108533272519708,None,4541.684406917077,4541.684479792137,None,4541.684600334149,4541.684640625026,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_714_seed_1.png,16,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,16,16,16,4541.709399709012,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4541.685111459345,4541.685232667252,4541.685248667374,4541.709399709012,4541.709399709012,4541.709399709012,4541.709399709012,4544.713166417088,4544.713166417088,4545.698384667281,1,1,1.7755013760179281,0.16006383299827576,None,4545.699163667392,4545.699235250242,None,4545.699303459376,4545.699327209033,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_168_seed_1.png,17,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,17,17,17,4545.721909667365,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4545.699597625062,4545.699726959225,4545.6997363343835,4545.721909667365,4545.721909667365,4545.721909667365,4545.721909667365,4548.716034792364,4548.716034792364,4549.699897084385,1,1,0.8939731251448393,0.14896033378317952,None,4549.7003517500125,4549.700400792062,None,4549.700473625213,4549.7004990843125,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_487_seed_1.png,18,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,18,18,18,4549.72540629236,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4549.700785834342,4549.700884167105,4549.700894584414,4549.72540629236,4549.72540629236,4549.72540629236,4549.72540629236,4552.731532667298,4552.731532667298,4553.713341584429,1,1,1.3794861249625683,0.1499735419638455,None,4553.713727584109,4553.7137676253915,None,4553.713827833999,4553.713847125415,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,19,19,19,4553.722524334211,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4553.7140847924165,4553.7141891671345,4553.714197667316,4553.722524334211,4553.722524334211,4553.722524334211,4553.722524334211,4556.731904042419,4556.731904042419,4557.712856667116,None,0,,,None,4557.713313959073,4557.713378209155,None,4557.713497250341,4557.713537667412,None,4557.737337125,4557.737337125,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_238_seed_1.png,20,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,20,20,20,4557.737337125,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4557.713976334315,4557.714089542162,4557.7141174590215,4557.737337125,4557.737337125,4557.737337125,4557.737337125,4560.746473917272,4560.746473917272,4561.71509004198,1,1,1.3115902920253575,0.13699554186314344,None,4561.715726167429,4561.715803209227,None,4561.715951417107,4561.716001167428,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_197_seed_1.png,21,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,21,21,21,4561.743233249988,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4561.717019959353,4561.717179167084,4561.717200667132,4561.743233249988,4561.743233249988,4561.743233249988,4561.743233249988,4564.7329832920805,4564.7329832920805,4565.717405042145,1,0,1.3416700828820467,0.1470065419562161,None,4565.718038625084,4565.7181125842035,None,4565.7182287503965,4565.718268417288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_203_seed_1.png,22,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,22,22,22,4565.744745375123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4565.718703459017,4565.718841375317,4565.718858250417,4565.744745375123,4565.744745375123,4565.744745375123,4565.744745375123,4568.74648333434,4568.74648333434,4569.7328789173625,2,1,0.787171000149101,0.16896095778793097,None,4569.73393625021,4569.734063541982,None,4569.734249625355,4569.7343297093175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_43_seed_1.png,23,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,23,23,23,4569.761401042342,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4569.735123875085,4569.735250667203,4569.735270000063,4569.761401042342,4569.761401042342,4569.761401042342,4569.761401042342,4572.74976033438,4572.74976033438,4573.748463666998,1,1,1.3205790421925485,0.13494991604238749,None,4573.74908504216,4573.74915820919,None,4573.749282000121,4573.749323334079,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_215_seed_1.png,24,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,24,24,24,4573.775644250214,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4573.749755834229,4573.749873042107,4573.749889334198,4573.775644250214,4573.775644250214,4573.775644250214,4573.775644250214,4576.766920250375,4576.766920250375,4577.763205958996,1,0,1.160293708089739,0.14501424971967936,None,4577.763650667388,4577.763701625168,None,4577.7637849170715,4577.763811959419,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_escalator2.jpg,25,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,25,25,25,4577.777270625345,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4577.764116959181,4577.764199000318,4577.764210459311,4577.777270625345,4577.777270625345,4577.777270625345,4577.777270625345,4580.76672800025,4580.76672800025,4581.76613166742,1,1,1.6606625840067863,0.13204541709274054,None,4581.766838917043,4581.7669616253115,None,4581.767086375039,4581.7671327092685,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_345_seed_1.png,26,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,26,26,26,4581.79424787499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4581.767640959006,4581.7677793754265,4581.767795834225,4581.79424787499,4581.79424787499,4581.79424787499,4581.79424787499,4584.783628000412,4584.783628000412,4585.780021584127,1,1,2.088724374771118,0.14607629226520658,None,4585.780528417323,4585.780587334186,None,4585.780685374979,4585.780717834365,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_398_seed_1.png,27,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,27,27,27,4585.806839250028,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4585.781078041997,4585.781176500022,4585.781190000009,4585.806839250028,4585.806839250028,4585.806839250028,4585.806839250028,4588.79944737535,4588.79944737535,4589.782992292196,2,1,1.4091030000708997,0.11699549993500113,None,4589.783409375232,4589.783456625417,None,4589.783529042266,4589.783554542344,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_1_seed_1.png,28,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,28,28,28,4589.807804292068,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4589.783835791983,4589.783911334351,4589.783921125345,4589.807804292068,4589.807804292068,4589.807804292068,4589.807804292068,4592.799184333999,4592.799184333999,4593.796867500059,1,1,1.3561379997991025,0.12609987519681454,None,4593.797304375097,4593.797352334019,None,4593.797419167124,4593.797440750059,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,29,29,29,4593.805335792247,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4593.797721249983,4593.797819542233,4593.797828625422,4593.805335792247,4593.805335792247,4593.805335792247,4593.805335792247,4596.813706292305,4596.813706292305,4597.799316584133,None,0,,,None,4597.799694917165,4597.799738584086,None,4597.799805417191,4597.799827417359,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_322_seed_1.png,30,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,30,30,30,4597.82038887497,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4597.800099375192,4597.800208000001,4597.800217209384,4597.82038887497,4597.82038887497,4597.82038887497,4597.82038887497,4600.818127125036,4600.818127125036,4601.816366500221,1,1,1.0606955420225859,0.15596775012090802,None,4601.817062959075,4601.817137500271,None,4601.817259750329,4601.8173089590855,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_165_seed_1.png,31,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,31,31,31,4601.843930042349,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4601.817792792339,4601.817914459389,4601.817931125406,4601.843930042349,4601.843930042349,4601.843930042349,4601.843930042349,4604.846776125021,4604.846776125021,4605.830164417159,1,0,1.1281510419212282,0.15603854227811098,None,4605.830689709168,4605.830750958994,None,4605.830859584268,4605.830891916994,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_489_seed_1.png,32,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,32,32,32,4605.854603792075,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4605.831268625334,4605.831382250413,4605.831396042369,4605.854603792075,4605.854603792075,4605.854603792075,4605.854603792075,4608.853749375325,4608.853749375325,4609.832577334251,1,1,0.7855405420996249,0.10893445881083608,None,4609.833220584318,4609.833293167409,None,4609.833410584368,4609.833451000042,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_347_seed_1.png,33,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,33,33,33,4609.860315250233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4609.833892875351,4609.834013917018,4609.834030084312,4609.860315250233,4609.860315250233,4609.860315250233,4609.860315250233,4612.849594792351,4612.849594792351,4613.836694500409,2,1,1.3407264999113977,0.14306858414784074,None,4613.837343542371,4613.837421667296,None,4613.837541167159,4613.83758054208,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_694_1.png,34,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,34,34,34,4613.861842209008,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4613.838031209074,4613.838170459028,4613.838187084068,4613.861842209008,4613.861842209008,4613.861842209008,4613.861842209008,4616.849474917166,4616.849474917166,4617.850113917142,1,1,1.3313397499732673,0.12489041686058044,None,4617.850735834334,4617.85080887517,None,4617.850924459286,4617.850963292178,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_138_seed_1.png,35,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,35,35,35,4617.8753941673785,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4617.8513939999975,4617.851514292415,4617.851530834101,4617.8753941673785,4617.8753941673785,4617.8753941673785,4617.8753941673785,4620.8800832503475,4620.8800832503475,4621.865831749979,2,0,0.9897244581952691,0.10200591664761305,None,4621.866451917216,4621.866523875389,None,4621.866640000138,4621.866678792052,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_70_seed_1.png,36,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,36,36,36,4621.891880125273,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4621.867135709152,4621.867263625376,4621.867280208971,4621.891880125273,4621.891880125273,4621.891880125273,4621.891880125273,4624.883309500292,4624.883309500292,4625.880080792122,1,0,1.9372870828956366,0.1179249593988061,None,4625.880699375179,4625.880771750119,None,4625.880888084415,4625.880927042104,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_495_seed_1.png,37,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,37,37,37,4625.905100500211,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4625.881356833968,4625.881475459319,4625.881491750013,4625.905100500211,4625.905100500211,4625.905100500211,4625.905100500211,4628.913479584269,4628.913479584269,4629.88327341713,1,1,1.6529907919466496,0.13313299976289272,None,4629.883900250308,4629.883972209413,None,4629.88408941729,4629.884131625295,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_413_seed_1.png,38,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,38,38,38,4629.910224584397,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4629.884563500062,4629.884682666976,4629.88469908433,4629.910224584397,4629.910224584397,4629.910224584397,4629.910224584397,4632.9129570000805,4632.9129570000805,4633.899903167039,None,0,,,['1'],4633.900531334337,4633.9005732922815,None,4633.900630500168,4633.900648292154,None,,,[3.452981458976865],[0.1549284579232335],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,39,39,39,4633.913051125128,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4633.900858834386,4633.90094375005,4633.900950875133,4633.913051125128,4633.913051125128,4633.913051125128,4633.913051125128,4636.913447125349,4636.913447125349,4637.896858917084,None,0,,,None,4637.897181625012,4637.8972288751975,None,4637.8973152921535,4637.897341500036,None,4637.923753084149,4637.923753084149,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_673_seed_1.png,40,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,40,40,40,4637.923753084149,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4637.897663667332,4637.897749917116,4637.897761375178,4637.923753084149,4637.923753084149,4637.923753084149,4637.923753084149,4640.916568292305,4640.916568292305,4641.899323292077,2,1,1.5334625001996756,0.12693358398973942,None,4641.900265834294,4641.900341000408,None,4641.900436584372,4641.900465667248,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/15_44.png,41,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,41,41,41,4641.9162270003,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4641.90085204225,4641.901001500431,4641.901012917049,4641.9162270003,4641.9162270003,4641.9162270003,4641.9162270003,4644.913445125334,4644.913445125334,4645.899679291993,1,1,1.4909722511656582,0.12296470766887069,None,4645.900198334362,4645.900257500354,None,4645.9003516254015,4645.900383459404,None,4645.928273875266,4645.928273875266,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_777_1.png,42,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,42,42,42,4645.928273875266,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4645.90075104218,4645.90084858425,4645.900861917064,4645.928273875266,4645.928273875266,4645.928273875266,4645.928273875266,4648.916697000153,4648.916697000153,4649.903182125185,1,1,1.3519063340499997,0.1500865831039846,None,4649.903877334204,4649.903954334091,None,4649.904100209009,4649.904140459374,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_120_seed_1.png,43,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,43,43,43,4649.930127209052,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4649.9045998342335,4649.904753125273,4649.904769709334,4649.930127209052,4649.930127209052,4649.930127209052,4649.930127209052,4652.91661725007,4652.91661725007,4653.913534375373,1,1,1.4700804580934346,0.15410804189741611,None,4653.914052834269,4653.91411633417,None,4653.914213667158,4653.9142460003495,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_177_seed_1.png,44,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,44,44,44,4653.939112500288,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4653.914638875052,4653.914736584295,4653.914752625395,4653.939112500288,4653.939112500288,4653.939112500288,4653.939112500288,4656.947278250009,4656.947278250009,4657.9166716253385,1,1,1.5560785843990743,0.12003512494266033,None,4657.917016375344,4657.917054375168,None,4657.917107750196,4657.917126000393,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_389_seed_1.png,45,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,45,45,45,4657.935500917025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4657.917345667258,4657.917421041988,4657.917428709101,4657.935500917025,4657.935500917025,4657.935500917025,4657.935500917025,4660.933556459378,4660.933556459378,4661.930326084141,1,1,2.097671417053789,0.13913129223510623,None,4661.931000334211,4661.931075292174,None,4661.9311981252395,4661.931237625424,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_735_seed_1.png,46,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,46,46,46,4661.955979750026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4661.931703709066,4661.931823709048,4661.9318400002085,4661.955979750026,4661.955979750026,4661.955979750026,4661.955979750026,4664.951023209374,4664.951023209374,4665.9339658753015,None,0,,,['2'],4665.93434620928,4665.93438641727,None,4665.934446542058,4665.9344658753835,None,,,[3.332244208548218],[0.13710020808503032],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_399_seed_1.png,47,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,47,47,47,4665.952461125329,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4665.934693209361,4665.934770000167,4665.934778084047,4665.952461125329,4665.952461125329,4665.952461125329,4665.952461125329,4668.953099292237,4668.953099292237,4669.947059167083,1,1,1.7947980416938663,0.14408166706562042,None,4669.947721500415,4669.947797292378,None,4669.947918500286,4669.947957416996,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_432_seed_1.png,48,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,48,48,48,4669.974161459133,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4669.9484102502465,4669.948550000321,4669.948566334322,4669.974161459133,4669.974161459133,4669.974161459133,4669.974161459133,4672.980259625241,4672.980259625241,4673.949387334287,1,1,0.671161999925971,0.14706612518057227,None,4673.949802792165,4673.949843959417,None,4673.949901417363,4673.9499209173955,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,49,49,49,4673.963615500368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4673.950153542217,4673.950243834406,4673.950251709204,4673.963615500368,4673.963615500368,4673.963615500368,4673.963615500368,4676.950290375389,4676.950290375389,4677.947462834418,None,0,,,None,4677.947886625305,4677.947941584047,None,4677.94804141717,4677.948073625099,None,4677.972539209295,4677.972539209295,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_125_seed_1.png,50,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,50,50,50,4677.972539209295,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4677.948436292354,4677.948528459296,4677.94854179211,4677.972539209295,4677.972539209295,4677.972539209295,4677.972539209295,4680.968825084157,4680.968825084157,4681.952411709353,1,1,1.9057501670904458,0.11895879078656435,None,4681.9530371250585,4681.953108750284,None,4681.953229959123,4681.953270584345,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_170_seed_1.png,51,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,51,51,51,4681.979612166993,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4681.953714209143,4681.953851000406,4681.953867459204,4681.979612166993,4681.979612166993,4681.979612166993,4681.979612166993,4684.983236334287,4684.983236334287,4685.965827042237,1,1,1.1297928760759532,0.13990483293309808,None,4685.966369834263,4685.966430542059,None,4685.966527292039,4685.9665606250055,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_67_seed_1.png,52,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,52,52,52,4685.992398792412,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4685.966923667118,4685.967026709113,4685.967040291987,4685.992398792412,4685.992398792412,4685.992398792412,4685.992398792412,4688.9996729171835,4688.9996729171835,4689.982326792087,1,1,1.0150222922675312,0.10885174991562963,None,4689.983374542091,4689.983567750081,None,4689.98376712529,4689.983829292003,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_623_seed_1.png,53,0,1,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,53,53,53,4690.008387625217,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4689.984671542421,4689.98490833398,4689.984925542027,4690.008387625217,4690.008387625217,4690.008387625217,4690.008387625217,4693.015993542038,4693.015993542038,4693.998193875421,2,1,2.7820407510735095,0.1540505406446755,None,4693.999057292007,4693.999158834107,None,4693.999289000407,4693.999334042426,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_26_seed_1.png,54,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,54,54,54,4694.023619042244,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4693.999876042362,4694.000059792306,4694.000078292098,4694.023619042244,4694.023619042244,4694.023619042244,4694.023619042244,4697.030282041989,4697.030282041989,4698.013722584117,1,1,0.9937701248563826,0.1340143750421703,None,4698.014615250286,4698.014727584086,None,4698.014865417033,4698.014911042061,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_307_seed_1.png,55,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,55,55,55,4698.039096209221,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4698.015418917406,4698.015624416992,4698.015666417312,4698.039096209221,4698.039096209221,4698.039096209221,4698.039096209221,4701.033786875196,4701.033786875196,4702.031663292088,1,1,2.1812751251272857,0.1330109997652471,None,4702.032599917147,4702.032662417274,None,4702.032722625416,4702.032745500095,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_161_seed_1.png,56,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,12,0,12,0,0,57,57,57,4706.046290709171,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4706.034202875104,4706.034279709216,4706.034289417323,4706.046290709171,4706.046290709171,4706.046290709171,4706.046290709171,4709.048894167412,4709.048894167412,4710.032952667214,2,0,1.9421072923578322,0.14004920795559883,None,4710.033380084205,4710.0334187923,None,4710.033482167404,4710.033503584098,None,4710.0551555422135,4710.0551555422135,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_206_1.png,58,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,58,58,58,4710.0551555422135,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4710.033752834424,4710.033815792296,4710.033824709244,4710.0551555422135,4710.0551555422135,4710.0551555422135,4710.0551555422135,4713.064087334089,4713.064087334089,4714.034262333997,1,1,0.9841807498596609,0.1660652500577271,None,4714.034887209069,4714.034960667137,None,4714.035077500157,4714.035116916988,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,12,0,12,0,0,60,60,60,4718.062525209039,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4718.035327875055,4718.0354691674,4718.035487417132,4718.062525209039,4718.062525209039,4718.062525209039,4718.062525209039,4721.049391250126,4721.049391250126,4722.047215250321,1,1,1.0220524575561285,0.12791970930993557,None,4722.047783000395,4722.0478561674245,None,4722.047959542368,4722.047991834115,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_679_seed_1.png,61,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,61,61,61,4722.069792500231,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4722.048389208969,4722.04853137536,4722.048547709361,4722.069792500231,4722.069792500231,4722.069792500231,4722.069792500231,4725.080471750349,4725.080471750349,4726.050166209228,1,1,1.2296872921288013,0.12295087473466992,None,4726.05068554217,4726.050745709334,None,4726.05084762536,4726.050880209077,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_483_1.png,62,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,62,62,62,4726.078199292067,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4726.051285125315,4726.0513856252655,4726.051398917101,4726.078199292067,4726.078199292067,4726.078199292067,4726.078199292067,4729.066974209156,4729.066974209156,4730.067655459046,1,1,1.1453490010462701,0.13689900003373623,None,4730.068061000202,4730.068105917424,None,4730.068178375252,4730.068202459253,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_548_seed_1.png,63,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,63,63,63,4730.092027709354,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4730.068491834216,4730.0685651251115,4730.068575084209,4730.092027709354,4730.092027709354,4730.092027709354,4730.092027709354,4733.0997437923215,4733.0997437923215,4734.083172667306,1,1,2.4705320838838816,0.14293112512677908,None,4734.0838334173895,4734.083908625413,None,4734.084027708974,4734.084067000076,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_662_seed_1.png,64,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,64,64,64,4734.109884584323,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4734.084551583976,4734.084673334379,4734.084689834155,4734.109884584323,4734.109884584323,4734.109884584323,4734.109884584323,4737.113896500319,4737.113896500319,4738.098002084065,1,1,1.2055993750691414,0.14209049986675382,None,4738.098899084143,4738.098996625282,None,4738.099228042178,4738.099306209013,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_654_seed_1.png,65,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,65,65,65,4738.116353875026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4738.099726959132,4738.099826959427,4738.099836708978,4738.116353875026,4738.116353875026,4738.116353875026,4738.116353875026,4741.116848959122,4741.116848959122,4742.100193249993,1,1,1.4151075831614435,0.13605204178020358,None,4742.101360459346,4742.101475834381,None,4742.101608834229,4742.101660125423,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_149_seed_1.png,66,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,66,66,66,4742.126461124979,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4742.102384667378,4742.102691499982,4742.102709042374,4742.126461124979,4742.126461124979,4742.126461124979,4742.126461124979,4745.116856584325,4745.116856584325,4746.114458292257,1,1,1.2920776256360114,0.22004062496125698,None,4746.115854584146,4746.116000417154,None,4746.116161500104,4746.116221750155,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_365_seed_1.png,67,0,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,67,67,67,4746.141960083973,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4746.116907209158,4746.1171403340995,4746.117158250418,4746.141960083973,4746.141960083973,4746.141960083973,4746.141960083973,4749.134686709382,4749.134686709382,4750.130603583995,1,1,1.2165610841475427,0.15899512497708201,None,4750.131178917363,4750.131251334213,None,4750.131352500059,4750.131386084016,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,12,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,68,68,68,4750.141493459232,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4750.131774542388,4750.131891542114,4750.131904750131,4750.141493459232,4750.141493459232,4750.141493459232,4750.141493459232,4753.13391954219,4753.13391954219,4754.130762042012,None,0,,,None,4754.131086917128,4754.131128333975,None,4754.1312016672455,4754.1312267091125,None,4754.138554584235,4754.138554584235,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,12,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,12,0,12,0,0,69,69,69,4754.138554584235,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4754.1315056253225,4754.131574792322,4754.131584750023,4754.138554584235,4754.138554584235,4754.138554584235,4754.138554584235,4757.1504662092775,4757.1504662092775,4758.130713792052,None,0,,,None,4758.131152917165,4760.748066709377,1,4760.748606916983,4788.63156179199,equal,4758.146359250415,4758.146359250415,,,4758.146359250415,4758.146359250415,2.5892435419373214,None,4760.75645904243,4760.75645904243,27.871316791977733,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,12,0,12,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_400_seed_1.png,0,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,0,0,0,4788.671839834191,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4788.650572459213,4788.650967792142,4788.650981834158,4788.671839834191,4788.671839834191,4788.671839834191,4788.671839834191,4791.667997042183,4791.667997042183,4792.664049042389,1,1,1.5019542509689927,0.14486866584047675,None,4792.6651542093605,4792.665243250318,None,4792.665504917037,4792.665551084094,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_92_seed_1.png,1,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,1,1,1,4792.6897114170715,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4792.666161749978,4792.666288125329,4792.66630741721,4792.6897114170715,4792.6897114170715,4792.6897114170715,4792.6897114170715,4795.6839109594,4795.6839109594,4796.682400542311,1,1,1.2449777498841286,0.11897112522274256,None,4796.68330375012,4796.683410542086,None,4796.683540374972,4796.683598042,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_239_seed_1.png,2,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,2,2,2,4796.71158791706,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4796.684309875127,4796.6845910423435,4796.684623584151,4796.71158791706,4796.71158791706,4796.71158791706,4796.71158791706,4799.700617459137,4799.700617459137,4800.697336750105,1,1,0.764190916903317,0.08989437483251095,None,4800.697857167106,4800.697916209232,None,4800.698011459317,4800.698044750374,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_pagoda1.jpg,3,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,3,3,3,4800.709572334308,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4800.698420500383,4800.698516834062,4800.6985302921385,4800.709572334308,4800.709572334308,4800.709572334308,4800.709572334308,4803.713993000332,4803.713993000332,4804.699377834331,1,1,0.7051596245728433,0.12096079206094146,None,4804.699826625176,4804.69986991724,None,4804.69993554242,4804.699956584256,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/9_11.png,4,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,4,4,4,4804.717587250285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4804.70021320926,4804.700311250053,4804.700320250355,4804.717587250285,4804.717587250285,4804.717587250285,4804.717587250285,4807.733373750001,4807.733373750001,4808.701248792,2,0,2.055096082855016,0.13809745898470283,None,4808.701765625272,4808.701825167052,None,4808.701922625303,4808.701954959426,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_371_seed_1.png,5,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,5,5,5,4808.725727917161,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4808.702317834366,4808.7024142923765,4808.70242791716,4808.725727917161,4808.725727917161,4808.725727917161,4808.725727917161,4811.717551042326,4811.717551042326,4812.7146837092005,1,1,1.0680661262013018,0.11606274964287877,None,4812.715154792182,4812.715203708969,None,4812.715271209367,4812.715294125024,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_556_seed_1.png,6,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,6,6,6,4812.734530042391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4812.715566959232,4812.715675792191,4812.715684959199,4812.734530042391,4812.734530042391,4812.734530042391,4812.734530042391,4815.733729459345,4815.733729459345,4816.7172024999745,1,1,1.2082335418090224,0.13295337511226535,None,4816.717826375272,4816.717897584196,None,4816.718012750149,4816.71805237513,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/12_56.png,7,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,7,7,7,4816.734925042372,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4816.718486709055,4816.7186079593375,4816.718624625355,4816.734925042372,4816.734925042372,4816.734925042372,4816.734925042372,4819.749643000308,4819.749643000308,4820.719012459274,1,1,1.5959184588864446,0.1549081252887845,None,4820.719492000062,4820.719545792323,None,4820.719618333969,4820.719644667115,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_411_seed_1.png,8,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,13,0,13,0,0,12,12,12,4836.774619459175,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4836.748535750434,4836.748661042191,4836.748680209275,4836.774619459175,4836.774619459175,4836.774619459175,4836.774619459175,4839.766905625351,4839.766905625351,4840.750506042037,1,1,1.3363060839474201,0.15595500031486154,None,4840.7510298751295,4840.751090750098,None,4840.7511928752065,4840.751225917134,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_678_seed_1.png,13,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,13,13,13,4840.7752830423415,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4840.7516486672685,4840.751749750227,4840.751763250213,4840.7752830423415,4840.7752830423415,4840.7752830423415,4840.7752830423415,4843.766504250001,4843.766504250001,4844.764142792206,1,1,2.5006884592585266,0.15197866596281528,None,4844.764768250287,4844.764841000084,None,4844.764957834035,4844.76499700034,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_739_seed_1.png,14,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,14,14,14,4844.791770459153,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4844.765442167409,4844.765561084263,4844.765580042265,4844.791770459153,4844.791770459153,4844.791770459153,4844.791770459153,4847.78552820906,4847.78552820906,4848.767258625012,1,1,0.9001317922957242,0.14091975009068847,None,4848.767785666976,4848.767851292156,None,4848.767952375114,4848.767985209357,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_404_seed_1.png,15,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,15,15,15,4848.787512542214,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4848.768347584177,4848.768432584126,4848.768444000278,4848.787512542214,4848.787512542214,4848.787512542214,4848.787512542214,4851.797598417383,4851.797598417383,4852.780936834402,1,1,1.9194549582898617,0.14390845876187086,None,4852.781512000132,4852.781577792019,None,4852.781674084254,4852.781706042122,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_336_seed_1.png,16,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,16,16,16,4852.808649834245,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4852.782084750012,4852.78218870936,4852.782201834023,4852.808649834245,4852.808649834245,4852.808649834245,4852.808649834245,4855.800678875297,4855.800678875297,4856.7830930002965,1,1,1.8982224580831826,0.13109291717410088,None,4856.783605417237,4856.783663375303,None,4856.783746000379,4856.783773667179,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_616_seed_1.png,17,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,17,17,17,4856.808932042215,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4856.784091042355,4856.784200292081,4856.784211959224,4856.808932042215,4856.808932042215,4856.808932042215,4856.808932042215,4859.80247008428,4859.80247008428,4860.797730584163,1,1,1.764027209021151,0.12792662484571338,None,4860.798411209136,4860.798487750348,None,4860.79860350024,4860.798643000424,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_587_seed_1.png,18,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,18,18,18,4860.826250667218,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4860.799092709087,4860.799228792079,4860.799245000351,4860.826250667218,4860.826250667218,4860.826250667218,4860.826250667218,4863.830851792358,4863.830851792358,4864.800532542169,1,1,1.020733084063977,0.1429924159310758,None,4864.801376959309,4864.801483292133,None,4864.801639792044,4864.801694042049,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_226_seed_1.png,19,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,19,19,19,4864.820990667213,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4864.802234167233,4864.802392334212,4864.802409750409,4864.820990667213,4864.820990667213,4864.820990667213,4864.820990667213,4867.818118292373,4867.818118292373,4868.817288042046,1,1,1.898907084017992,0.15100262500345707,None,4868.817678417079,4868.817723750137,None,4868.817788542248,4868.817810042296,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_640_seed_1.png,20,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,20,20,20,4868.837853959296,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4868.8180627920665,4868.818127500359,4868.818136209156,4868.837853959296,4868.837853959296,4868.837853959296,4868.837853959296,4871.836119000334,4871.836119000334,4872.831139417365,1,1,1.7591448747552931,0.1539350003004074,None,4872.831650292035,4872.831709959079,None,4872.8317942922,4872.831823416986,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_212_seed_1.png,21,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,21,21,21,4872.852472750004,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4872.832144500222,4872.832263709046,4872.8322762092575,4872.852472750004,4872.852472750004,4872.852472750004,4872.852472750004,4875.85037841741,4875.85037841741,4876.833989250008,1,1,1.0974435000680387,0.12500508408993483,None,4876.834504917264,4876.83456341736,None,4876.834660666995,4876.834692584351,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_323_seed_1.png,22,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,22,22,22,4876.858073499985,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4876.835043500178,4876.83513887506,4876.835152375046,4876.858073499985,4876.858073499985,4876.858073499985,4876.858073499985,4879.850684500299,4879.850684500299,4880.835588000249,1,1,1.4129077508114278,0.14005512511357665,None,4880.835965667386,4880.83600637503,None,4880.8360643340275,4880.8360837502405,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,23,1,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,23,23,23,4880.847033041995,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4880.836306500249,4880.8363896673545,4880.836397834122,4880.847033041995,4880.847033041995,4880.847033041995,4880.847033041995,4883.83485770924,4883.83485770924,4884.834511958994,None,0,,,None,4884.835246917326,4884.835349209141,None,4884.835515500046,4884.835573584307,None,4884.861685334239,4884.861685334239,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_293_seed_1.png,24,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,24,24,24,4884.861685334239,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4884.836343292147,4884.836460834369,4884.836476042401,4884.861685334239,4884.861685334239,4884.861685334239,4884.861685334239,4887.85074429214,4887.85074429214,4888.847826209385,1,1,1.361398917157203,0.12096324982121587,None,4888.8484448343515,4888.848515750375,None,4888.8486355422065,4888.848675917368,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_563_seed_1.png,25,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,25,25,25,4888.874829000328,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4888.849117542151,4888.849237792194,4888.849256792106,4888.874829000328,4888.874829000328,4888.874829000328,4888.874829000328,4891.868111542426,4891.868111542426,4892.851193250157,1,0,1.4322807500138879,0.12790862517431378,None,4892.8517157919705,4892.851774875075,None,4892.851874042302,4892.851905375253,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_571_seed_1.png,26,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,26,26,26,4892.878660459071,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4892.852262250148,4892.852364334278,4892.852377625182,4892.878660459071,4892.878660459071,4892.878660459071,4892.878660459071,4895.869291542098,4895.869291542098,4896.867357708979,1,1,1.2484565419144928,0.16090745804831386,None,4896.867761417292,4896.867807292379,None,4896.8678721250035,4896.867895125411,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_273_seed_1.png,27,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,27,27,27,4896.887859791983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4896.868162292056,4896.868227167055,4896.868236292154,4896.887859791983,4896.887859791983,4896.887859791983,4896.887859791983,4899.884426417295,4899.884426417295,4900.868403292261,1,1,2.3661451670341194,0.07111908262595534,None,4900.868930625264,4900.868989750277,None,4900.869085042272,4900.869119334035,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_637_seed_1.png,28,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,28,28,28,4900.8961501671,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4900.869494500104,4900.869592292234,4900.8696056674235,4900.8961501671,4900.8961501671,4900.8961501671,4900.8961501671,4903.88471037522,4903.88471037522,4904.881120250095,1,1,1.6939875008538365,0.11802391614764929,None,4904.881656625308,4904.8817162923515,None,4904.881810917053,4904.881843250245,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_402_seed_1.png,29,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,13,0,13,0,0,30,30,30,4908.912903709337,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4908.887238000054,4908.887358250096,4908.88737470936,4908.912903709337,4908.912903709337,4908.912903709337,4908.912903709337,4911.901708125137,4911.901708125137,4912.897933750413,1,1,2.5061470842920244,0.15610249992460012,None,4912.898623208981,4912.898701584432,None,4912.898822708987,4912.898862584028,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_41_2.png,31,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 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71]",,,,,13,0,13,0,0,37,37,37,4936.961511875037,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4936.934589834418,4936.934732209425,4936.934748833999,4936.961511875037,4936.961511875037,4936.961511875037,4936.961511875037,4939.967420209199,4939.967420209199,4940.934855542146,1,1,0.9036233332008123,0.12299158377572894,None,4940.935302209109,4940.935355750378,None,4940.935440584086,4940.935468375217,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_598_seed_1.png,38,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,38,38,38,4940.955502209254,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4940.935773042031,4940.935877084266,4940.935888875276,4940.955502209254,4940.955502209254,4940.955502209254,4940.955502209254,4943.950292500202,4943.950292500202,4944.9487860002555,1,1,1.1587062920443714,0.14502745820209384,None,4944.949710500427,4944.949804625008,None,4944.949929750059,4944.949977459386,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_667_seed_1.png,39,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,39,39,39,4944.974618667271,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4944.950463042129,4944.950654709246,4944.950672417413,4944.974618667271,4944.974618667271,4944.974618667271,4944.974618667271,4947.9811970843,4947.9811970843,4948.951163459104,1,1,1.2035974590107799,0.09097270807251334,None,4948.951817459427,4948.951893667225,None,4948.95201383438,4948.952053292189,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_309_seed_1.png,40,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,40,40,40,4948.977229709271,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4948.952490667347,4948.952630792279,4948.952647500206,4948.977229709271,4948.977229709271,4948.977229709271,4948.977229709271,4951.981218417175,4951.981218417175,4952.964770667255,1,1,1.3670662501826882,0.1438987497240305,None,4952.965343667194,4952.965405834373,None,4952.965488792397,4952.965517000295,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_113_seed_1.png,41,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,41,41,41,4952.989369959105,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4952.965835375246,4952.965954875108,4952.965966834221,4952.989369959105,4952.989369959105,4952.989369959105,4952.989369959105,4955.984564000275,4955.984564000275,4956.967781625222,2,0,1.2238622922450304,0.1259421668946743,None,4956.96831825003,4956.968377958983,None,4956.968473917339,4956.968507042155,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_319_seed_1.png,42,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,42,42,42,4956.9915917092,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4956.968866625335,4956.968952084426,4956.968959959224,4956.9915917092,4956.9915917092,4956.9915917092,4956.9915917092,4959.985496959183,4959.985496959183,4960.980695417151,1,1,2.7807367090135813,0.14797579078003764,None,4960.981041084044,4960.981076875236,None,4960.981128334068,4960.981145542115,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_141_seed_1.png,43,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,43,43,43,4961.001341250259,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4960.981362834107,4960.981495750137,4960.9815127924085,4961.001341250259,4961.001341250259,4961.001341250259,4961.001341250259,4964.0008074590005,4964.0008074590005,4964.984201125335,1,1,1.4589867498725653,0.13399170944467187,None,4964.984723750036,4964.9847839172,None,4964.984885042068,4964.984919750132,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,44,1,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,44,44,44,4964.9970817500725,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4964.985316584352,4964.985418042168,4964.985431374982,4964.9970817500725,4964.9970817500725,4964.9970817500725,4964.9970817500725,4967.9847157923505,4967.9847157923505,4968.981585917063,None,0,,,None,4968.981910333969,4968.981957542244,None,4968.982045500074,4968.982072042301,None,4969.008090292104,4969.008090292104,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_374_seed_1.png,45,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,45,45,45,4969.008090292104,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4968.982385167386,4968.982463334221,4968.982474542223,4969.008090292104,4969.008090292104,4969.008090292104,4969.008090292104,4972.014544834383,4972.014544834383,4972.984392834362,1,1,1.378143458161503,0.158116125036031,None,4972.985016250052,4972.985087750014,None,4972.985209709033,4972.985251666978,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_335_seed_1.png,46,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,46,46,46,4973.007576917298,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4972.98568333406,4972.985786875244,4972.9857987090945,4973.007576917298,4973.007576917298,4973.007576917298,4973.007576917298,4976.0144812092185,4976.0144812092185,4977.00084570935,1,1,1.3547481251880527,0.14904504176229239,None,4977.001270750072,4977.001322917175,None,4977.001395250205,4977.001419750042,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_676_2.png,47,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,47,47,47,4977.022997500375,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4977.001697542146,4977.001777042169,4977.0017875423655,4977.022997500375,4977.022997500375,4977.022997500375,4977.022997500375,4980.018154750112,4980.018154750112,4981.017650125083,1,1,1.7543024998158216,0.17418270837515593,None,4981.018754584249,4981.018908916973,None,4981.019088417292,4981.019221875351,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_632_seed_1.png,48,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,48,48,48,4981.045658042189,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4981.019785375334,4981.019889584277,4981.019903792068,4981.045658042189,4981.045658042189,4981.045658042189,4981.045658042189,4984.0345832090825,4984.0345832090825,4985.031404042151,1,1,1.6386454589664936,0.1360443332232535,None,4985.032079584431,4985.032155834138,None,4985.032276667189,4985.0323156253435,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_418_seed_1.png,49,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,49,49,49,4985.058909834363,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4985.032782000024,4985.032928250264,4985.03294533398,4985.058909834363,4985.058909834363,4985.058909834363,4985.058909834363,4988.0510562499985,4988.0510562499985,4989.034332750365,1,1,0.9564382918179035,0.13499550009146333,None,4989.0349612920545,4989.035036042333,None,4989.035153959412,4989.035194542259,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_594_seed_1.png,50,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,50,50,50,4989.062027292326,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4989.035681417212,4989.03580666706,4989.035822959151,4989.062027292326,4989.062027292326,4989.062027292326,4989.062027292326,4992.052069417201,4992.052069417201,4993.0479618343525,2,1,2.4582937923260033,0.13302587484940886,None,4993.04841779219,4993.048469084315,None,4993.048552667256,4993.0485800420865,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_25_1.png,51,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,51,51,51,4993.074531250168,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4993.04890529206,4993.048989834264,4993.049001208972,4993.074531250168,4993.074531250168,4993.074531250168,4993.074531250168,4996.06909070909,4996.06909070909,4997.051210459322,1,1,1.3118300829082727,0.13298033410683274,None,4997.051726625301,4997.051786000375,None,4997.051882958971,4997.051915334072,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_602_seed_1.png,52,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,52,52,52,4997.078329083975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4997.052267624997,4997.0523645002395,4997.052377709188,4997.078329083975,4997.078329083975,4997.078329083975,4997.078329083975,5000.081342250109,5000.081342250109,5001.064778459258,1,1,1.9030743329785764,0.11403745925053954,None,5001.06529375026,5001.065354000311,None,5001.065451584291,5001.0654839170165,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_300_seed_1.png,53,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,53,53,53,5001.09194341721,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5001.065872500185,5001.065982167143,5001.065998500213,5001.09194341721,5001.09194341721,5001.09194341721,5001.09194341721,5004.0861701671965,5004.0861701671965,5005.06824383419,1,1,1.3845198759809136,0.13793925009667873,None,5005.06864362536,5005.068688875064,None,5005.068761042319,5005.068785000127,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_272_seed_1.png,54,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,54,54,54,5005.090877542272,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5005.069056459237,5005.069139125291,5005.069150625262,5005.090877542272,5005.090877542272,5005.090877542272,5005.090877542272,5008.085310792085,5008.085310792085,5009.084543542005,2,1,1.0644505000673234,0.13402679190039635,None,5009.08517558407,5009.085247667041,None,5009.0853637922555,5009.085404042155,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_380_seed_1.png,55,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,55,55,55,5009.111509459093,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5009.085886124987,5009.086015125271,5009.086031625047,5009.111509459093,5009.111509459093,5009.111509459093,5009.111509459093,5012.102731417399,5012.102731417399,5013.098059167154,2,1,2.7009618752636015,0.13999445782974362,None,5013.098633209243,5013.098699084017,None,5013.098797834013,5013.098829667084,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,56,1,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,56,56,56,5013.108659209218,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5013.099187542219,5013.099311750382,5013.099325250369,5013.108659209218,5013.108659209218,5013.108659209218,5013.108659209218,5016.114758500364,5016.114758500364,5017.099952250253,None,0,,,None,5017.100668750238,5017.100770000368,None,5017.100898292381,5017.100944750011,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_575_seed_1.png,57,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,57,57,57,5017.128104542382,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5017.101607042365,5017.102176167071,5017.1024425001815,5017.128104542382,5017.128104542382,5017.128104542382,5017.128104542382,5020.118368917145,5020.118368917145,5021.116720625199,1,1,1.0114259589463472,0.13598212460055947,None,5021.117598209064,5021.1176949590445,None,5021.117819209117,5021.117910583969,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_148_seed_1.png,58,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,58,58,58,5021.137151333969,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5021.118446584325,5021.11861237511,5021.118622209411,5021.137151333969,5021.137151333969,5021.137151333969,5021.137151333969,5024.135199542157,5024.135199542157,5025.119758667424,2,1,1.2914029997773468,0.15588129218667746,None,5025.120388459414,5025.120467000175,None,5025.120584834367,5025.1206286251545,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_escalator1.jpg,59,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,59,59,59,5025.135817124974,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5025.121102000121,5025.1212224592455,5025.121241709217,5025.135817124974,5025.135817124974,5025.135817124974,5025.135817124974,5028.148089625407,5028.148089625407,5029.131613875274,2,0,0.9036406259983778,0.1610046662390232,None,5029.132093209308,5029.132140959147,None,5029.132213000208,5029.1322379591875,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_112_seed_1.png,60,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,60,60,60,5029.152437584009,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5029.132543167099,5029.132658542134,5029.13266929239,5029.152437584009,5029.152437584009,5029.152437584009,5029.152437584009,5032.150791875087,5032.150791875087,5033.1338722920045,1,1,1.9850451252423227,0.14498362503945827,None,5033.134349250235,5033.134401584044,None,5033.134482667316,5033.134510125034,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_34_seed_1.png,61,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,61,61,61,5033.161210917402,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5033.134819792118,5033.134901500307,5033.13491266733,5033.161210917402,5033.161210917402,5033.161210917402,5033.161210917402,5036.151194959413,5036.151194959413,5037.149554792326,1,0,0.9392726668156683,0.12707891734316945,None,5037.150572459213,5037.15065075038,None,5037.150727084372,5037.150753417052,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_4_seed_1.png,62,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,62,62,62,5037.17351908423,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5037.151040834375,5037.15116395941,5037.151174709201,5037.17351908423,5037.17351908423,5037.17351908423,5037.17351908423,5040.169023042079,5040.169023042079,5041.151524042245,None,0,,,['1'],5041.1525514591485,5041.152628959157,None,5041.15275620902,5041.152796834242,None,,,[0.9449279173277318],[0.13304241700097919],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_224_seed_1.png,63,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,63,63,63,5041.178248209413,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5041.153257334139,5041.153379042167,5041.153395334259,5041.178248209413,5041.178248209413,5041.178248209413,5041.178248209413,5044.181633667089,5044.181633667089,5045.167272042017,2,1,2.4562562499195337,0.1290489169768989,None,5045.167745416984,5045.167795542162,None,5045.1678675422445,5045.167893834412,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_airplane_interior2.jpg,64,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,64,64,64,5045.1782420002855,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5045.168173917104,5045.168286875356,5045.168297000229,5045.1782420002855,5045.1782420002855,5045.1782420002855,5045.1782420002855,5048.181460500229,5048.181460500229,5049.169682500418,2,0,1.9663460832089186,0.14390858402475715,None,5049.170323042199,5049.170394917019,None,5049.170511250384,5049.170550709125,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_124_seed_1.png,65,0,1,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,65,65,65,5049.196988292038,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5049.170984625351,5049.171116292011,5049.171135500073,5049.196988292038,5049.196988292038,5049.196988292038,5049.196988292038,5052.198214125354,5052.198214125354,5053.181891750079,1,0,1.4595481669530272,0.14198304200544953,None,5053.182370500173,5053.182422334328,None,5053.182495375164,5053.182519792113,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_14_seed_1.png,66,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,66,66,66,5053.203449209221,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5053.182806333993,5053.182914667297,5053.182924667373,5053.203449209221,5053.203449209221,5053.203449209221,5053.203449209221,5056.201422792394,5056.201422792394,5057.184842042159,1,1,1.4800756261684,0.12001108285039663,None,5057.186008417048,5057.1860885843635,None,5057.186188042164,5057.186222375371,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_693_seed_1.png,67,0,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,67,67,67,5057.212178584188,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5057.18658774998,5057.186677125283,5057.186688459013,5057.212178584188,5057.212178584188,5057.212178584188,5057.212178584188,5060.202649667393,5060.202649667393,5061.200045750011,1,1,1.9194692512974143,0.13292700005695224,None,5061.200514084194,5061.200562667102,None,5061.200634791981,5061.200659125112,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,13,1,1,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,68,68,68,5061.209557667375,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5061.200939584058,5061.201044709422,5061.201055084355,5061.209557667375,5061.209557667375,5061.209557667375,5061.209557667375,5064.21499083424,5064.21499083424,5065.200701792259,None,0,,,None,5065.20134708425,5065.201408542227,None,5065.201472416986,5065.201492875349,None,5065.208339917008,5065.208339917008,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,13,1,0,"[9, 23, 33, 44, 56, 68, 69, 70, 71]",,,,,13,0,13,0,0,69,69,69,5065.208339917008,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5065.201739792246,5065.201836584136,5065.201844749972,5065.208339917008,5065.208339917008,5065.208339917008,5065.208339917008,5068.20179837523,5068.20179837523,5069.199444334023,None,0,,,None,5069.20018858416,5074.452635084279,1,5074.453089292161,5100.566025624983,equal,5069.215818750206,5069.215818750206,,,5069.215818750206,5069.215818750206,5.234867250081152,None,5074.464967834298,5074.464967834298,26.08979508280754,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,13,0,13,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_462_seed_1.png,0,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,0,0,0,5100.607478292193,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5100.586325042415,5100.586698625237,5100.58671433432,5100.607478292193,5100.607478292193,5100.607478292193,5100.607478292193,5103.601131625008,5103.601131625008,5104.598606459331,1,1,0.8723267922177911,0.12188329081982374,None,5104.600036750082,5104.600151792169,None,5104.600496084429,5104.600536917336,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_247_seed_1.png,1,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,1,1,1,5104.612846584059,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5104.60079004243,5104.600859125145,5104.6008652090095,5104.612846584059,5104.612846584059,5104.612846584059,5104.612846584059,5107.60284241708,5107.60284241708,5108.59859412536,1,1,1.2168723340146244,0.1281077079474926,None,5108.599250917323,5108.599324542098,None,5108.599443584215,5108.599483750295,None,5108.623354917392,5108.623354917392,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_557_seed_1.png,2,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,2,2,2,5108.623354917392,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5108.599933584221,5108.600048209075,5108.600064750295,5108.623354917392,5108.623354917392,5108.623354917392,5108.623354917392,5111.631640417036,5111.631640417036,5112.601876875386,1,1,1.0804518749937415,0.12306979205459356,None,5112.602290000301,5112.602335917298,None,5112.6024105004035,5112.60243454203,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_556_seed_1.png,3,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,3,3,3,5112.622478292324,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5112.602716250345,5112.602799334098,5112.602809500415,5112.622478292324,5112.622478292324,5112.622478292324,5112.622478292324,5115.618468125351,5115.618468125351,5116.615093334112,2,1,2.3093388751149178,0.13791745761409402,None,5116.615714041982,5116.615785584319,None,5116.615904374979,5116.615943042096,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_537_seed_1.png,4,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,14,0,14,0,0,11,11,11,5144.6723443344235,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5144.652740709018,5144.652837375179,5144.652850750368,5144.6723443344235,5144.6723443344235,5144.6723443344235,5144.6723443344235,5147.665956459008,5147.665956459008,5148.6653085839935,2,1,1.9366307510063052,0.13488220795989037,None,5148.665922917426,5148.665994417388,None,5148.66611070931,5148.666150334291,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_250_seed_1.png,12,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,12,12,12,5148.69300183421,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5148.666598792188,5148.66672233399,5148.666738750413,5148.69300183421,5148.69300183421,5148.69300183421,5148.69300183421,5151.685280000325,5151.685280000325,5152.668300917372,2,1,0.8239002078771591,0.11108791688457131,None,5152.668923084158,5152.668995000422,None,5152.669116250239,5152.669155792333,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_151_seed_1.png,13,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,13,13,13,5152.694274584297,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5152.669586792123,5152.669711959083,5152.669728250243,5152.694274584297,5152.694274584297,5152.694274584297,5152.694274584297,5155.684184208978,5155.684184208978,5156.681866625324,2,0,2.0117389168590307,0.13497516699135303,None,5156.682483209297,5156.68256520899,None,5156.682687459048,5156.682735542301,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_19_seed_1.png,14,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,14,14,14,5156.707645959221,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5156.683164209127,5156.683301750105,5156.683318542317,5156.707645959221,5156.707645959221,5156.707645959221,5156.707645959221,5159.715242834296,5159.715242834296,5160.685091750231,1,1,1.737342375330627,0.1419620825909078,None,5160.685609459411,5160.6856687502,None,5160.685765125323,5160.685799792409,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/14_89.png,15,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,15,15,15,5160.7023480422795,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5160.68615354225,5160.686249209102,5160.686262667179,5160.7023480422795,5160.7023480422795,5160.7023480422795,5160.7023480422795,5163.716430583969,5163.716430583969,5164.699104834348,1,1,1.2655448336154222,0.1310214581899345,None,5164.700248834211,5164.700396625325,None,5164.700533709023,5164.700590167195,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_659_seed_1.png,16,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,16,16,16,5164.730413959362,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5164.701331167016,5164.701630000025,5164.7016488341615,5164.730413959362,5164.730413959362,5164.730413959362,5164.730413959362,5167.717735750135,5167.717735750135,5168.718992375303,1,1,1.3115023751743138,0.13601562520489097,None,5168.720304292161,5168.720481667202,None,5168.720679084305,5168.720713000279,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_7_seed_1.png,17,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,17,17,17,5168.746480375063,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5168.721095125191,5168.721186167095,5168.721200417262,5168.746480375063,5168.746480375063,5168.746480375063,5168.746480375063,5171.734125541989,5171.734125541989,5172.73471079208,2,1,1.748602625913918,0.13292804127559066,None,5172.735383750405,5172.73545812536,None,5172.735573667102,5172.735612834338,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_702_seed_1.png,18,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,18,18,18,5172.76096862508,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5172.736034458969,5172.736132042017,5172.736146459356,5172.76096862508,5172.76096862508,5172.76096862508,5172.76096862508,5175.753757584374,5175.753757584374,5176.751769167371,1,0,1.6560405418276787,0.12899250024929643,None,5176.752879459411,5176.753019042313,None,5176.753184334375,5176.753251250368,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,19,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,19,19,19,5176.764462834224,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5176.75407312531,5176.7541861250065,5176.754202292301,5176.764462834224,5176.764462834224,5176.764462834224,5176.764462834224,5179.75243462529,5179.75243462529,5180.751924875192,None,0,,,None,5180.752379084006,5180.752454209141,None,5180.752577584237,5180.7526188753545,None,5180.780384792015,5180.780384792015,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_527_seed_1.png,20,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,20,20,20,5180.780384792015,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5180.753102084156,5180.753226959147,5180.753243292216,5180.780384792015,5180.780384792015,5180.780384792015,5180.780384792015,5183.768315874971,5183.768315874971,5184.765367125161,1,1,1.0976751246489584,0.14798670820891857,None,5184.7659376254305,5184.766002125107,None,5184.766101791989,5184.76613470912,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_707_seed_1.png,21,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,21,21,21,5184.79339750018,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5184.766529750079,5184.766657084227,5184.766671042424,5184.79339750018,5184.79339750018,5184.79339750018,5184.79339750018,5187.785273542162,5187.785273542162,5188.771985334344,1,0,1.759643499739468,0.14005829207599163,None,5188.772553875111,5188.772618125193,None,5188.772713250015,5188.772745042108,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_428_seed_1.png,22,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,22,22,22,5188.79993945919,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5188.773116084281,5188.773238209076,5188.7732518343255,5188.79993945919,5188.79993945919,5188.79993945919,5188.79993945919,5191.798716834281,5191.798716834281,5192.782134459354,1,1,1.0901010842062533,0.13895425014197826,None,5192.782801834401,5192.7828798750415,None,5192.782997375354,5192.783037667163,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_12_seed_1.png,23,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,23,23,23,5192.810262375046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5192.783500084188,5192.78365325043,5192.783669750206,5192.810262375046,5192.810262375046,5192.810262375046,5192.810262375046,5195.801164542325,5195.801164542325,5196.785356624983,None,0,,,['1'],5196.786372625269,5196.786450625397,None,5196.786575917155,5196.786614875309,None,,,[2.024781791958958],[0.16401416715234518],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_342_seed_1.png,24,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,24,24,24,5196.812185417395,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5196.787065375131,5196.787187000271,5196.78720387537,5196.812185417395,5196.812185417395,5196.812185417395,5196.812185417395,5199.815318459179,5199.815318459179,5200.798698542174,1,1,1.4218970839865506,0.12990154093131423,None,5200.799211459234,5200.799270709045,None,5200.799369584303,5200.799401542172,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_107_seed_1.png,25,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,25,25,25,5200.826670875307,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5200.799774500076,5200.79989070911,5200.799903625157,5200.826670875307,5200.826670875307,5200.826670875307,5200.826670875307,5203.831941500306,5203.831941500306,5204.803174084052,1,1,1.535474041942507,0.14894874999299645,None,5204.803683042061,5204.803738834336,None,5204.803830250166,5204.803858042229,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_289_seed_1.png,26,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,26,26,26,5204.825452292338,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5204.804164292291,5204.8042700421065,5204.804281625431,5204.825452292338,5204.825452292338,5204.825452292338,5204.825452292338,5207.818370292429,5207.818370292429,5208.815453042276,1,1,1.3186816251836717,0.15300529217347503,None,5208.816106584389,5208.816180959344,None,5208.816299166996,5208.8163395840675,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_76_seed_1.png,27,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,14,0,14,0,0,28,28,28,5212.839581792243,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5212.8202677923255,5212.820372042246,5212.820382459089,5212.839581792243,5212.839581792243,5212.839581792243,5212.839581792243,5215.835285792127,5215.835285792127,5216.835218125023,1,0,2.0696215839125216,0.12691837502643466,None,5216.836289292201,5216.836381334346,None,5216.836546417326,5216.836580167059,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,29,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 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71]",,,,,14,0,14,0,0,34,34,34,5236.890481917188,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5236.8711100420915,5236.8712150421925,5236.871225250419,5236.890481917188,5236.890481917188,5236.890481917188,5236.890481917188,5239.886153125204,5239.886153125204,5240.882182459347,None,0,,,['1'],5240.882728792261,5240.88278887514,None,5240.882887542248,5240.882919375319,None,,,[2.248682166915387],[0.12208925001323223],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_355_seed_1.png,35,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,35,35,35,5240.906354292296,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5240.88334250031,5240.883470834233,5240.88348725019,5240.906354292296,5240.906354292296,5240.906354292296,5240.906354292296,5243.905193500221,5243.905193500221,5244.885505542159,1,0,1.1458292081952095,0.12802499998360872,None,5244.885938334279,5244.885988042224,None,5244.886061666999,5244.886086709332,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_360_seed_1.png,36,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,36,36,36,5244.90501937503,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5244.886371792294,5244.886460625101,5244.886470625177,5244.90501937503,5244.90501937503,5244.90501937503,5244.90501937503,5247.904607959092,5247.904607959092,5248.901763167232,1,1,1.268150667194277,0.1551311668008566,None,5248.902737000026,5248.902911750134,None,5248.903050000314,5248.903106042184,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_60_seed_1.png,37,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,37,37,37,5248.927290959284,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5248.903719500173,5248.903813042212,5248.903825750109,5248.927290959284,5248.927290959284,5248.927290959284,5248.927290959284,5251.918768000323,5251.918768000323,5252.918738750275,1,1,2.0748987081460655,0.12413450004532933,None,5252.919698375277,5252.919959709048,None,5252.920179625042,5252.9202292500995,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_731_seed_1.png,38,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,38,38,38,5252.94388187537,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5252.920627875254,5252.920723584015,5252.920735334046,5252.94388187537,5252.94388187537,5252.94388187537,5252.94388187537,5255.9487639172,5255.9487639172,5256.932503042277,1,1,0.9794245837256312,0.14492491725832224,None,5256.932952834293,5256.9330043750815,None,5256.933088167105,5256.933115625288,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,39,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,39,39,39,5256.943189625163,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5256.93349454226,5256.933590959292,5256.93360258406,5256.943189625163,5256.943189625163,5256.943189625163,5256.943189625163,5259.93618066702,5259.93618066702,5260.934219125193,None,0,,,None,5260.934976834338,5260.935084125027,None,5260.935237459373,5260.935293667018,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_214_seed_1.png,40,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,40,40,40,5260.9580757501535,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5260.936031542253,5260.936404375359,5260.936426000204,5260.9580757501535,5260.9580757501535,5260.9580757501535,5260.9580757501535,5263.968514542095,5263.968514542095,5264.952813500073,2,1,1.434270666912198,0.12995558278635144,None,5264.954141959082,5264.95445041731,None,5264.954592584167,5264.954644083977,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_186_seed_1.png,41,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,41,41,41,5264.979307667352,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5264.95539133437,5264.955510459375,5264.955526459031,5264.979307667352,5264.979307667352,5264.979307667352,5264.979307667352,5267.968696750235,5267.968696750235,5268.965696959291,1,1,1.8250315417535603,0.14398179110139608,None,5268.966209917329,5268.96626866702,None,5268.966375000309,5268.966407792177,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_59_seed_1.png,42,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,42,42,42,5268.992679208983,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5268.966787875164,5268.966887417249,5268.966900584288,5268.992679208983,5268.992679208983,5268.992679208983,5268.992679208983,5271.998950667214,5271.998950667214,5272.985474416986,1,1,1.1697017918340862,0.1408927091397345,None,5272.986511541996,5272.986718167085,None,5272.986881334335,5272.986942250282,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_roller_coaster1.jpg,43,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,43,43,43,5273.00243816711,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5272.987759792246,5272.987931750249,5272.987949875183,5273.00243816711,5273.00243816711,5273.00243816711,5273.00243816711,5276.0020179171115,5276.0020179171115,5277.000885084271,1,1,1.1698287082836032,0.13798824977129698,None,5277.001935167238,5277.0020462502725,None,5277.002202250063,5277.002260792069,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_777_2.png,44,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,44,44,44,5277.0282836253755,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5277.0029116673395,5277.003147792071,5277.00318908412,5277.0282836253755,5277.0282836253755,5277.0282836253755,5277.0282836253755,5280.03211579239,5280.03211579239,5281.003337792121,1,1,2.6250177090987563,0.1620879997499287,None,5281.003950417042,5281.004021459259,None,5281.004135792144,5281.004175500013,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_290_seed_1.png,45,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,45,45,45,5281.026316834148,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5281.0045932093635,5281.004719417077,5281.004735709168,5281.026316834148,5281.026316834148,5281.026316834148,5281.026316834148,5284.019054792356,5284.019054792356,5285.016537292395,1,1,1.1760032093152404,0.17299574986100197,None,5285.017615375109,5285.017730000429,None,5285.01794233406,5285.01798808435,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_264_seed_1.png,46,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,46,46,46,5285.037945459131,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5285.018460209016,5285.018610666972,5285.018627583981,5285.037945459131,5285.037945459131,5285.037945459131,5285.037945459131,5288.0358025841415,5288.0358025841415,5289.018784959335,1,1,2.3874630839563906,0.14000116707757115,None,5289.0192083753645,5289.019255917054,None,5289.019327584188,5289.019352542236,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_614_seed_1.png,47,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,47,47,47,5289.038313334342,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5289.019632084295,5289.01972200023,5289.019731834065,5289.038313334342,5289.038313334342,5289.038313334342,5289.038313334342,5292.035351375118,5292.035351375118,5293.034382417332,1,1,0.9940883331000805,0.1630204590037465,None,5293.035464209039,5293.035559625365,None,5293.035682084039,5293.035718917381,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_572_seed_1.png,48,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,48,48,48,5293.060832459014,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5293.03616329236,5293.036304042209,5293.0363176669925,5293.060832459014,5293.060832459014,5293.060832459014,5293.060832459014,5296.051628375426,5296.051628375426,5297.051241792273,1,1,1.7835950013250113,0.17791066598147154,None,5297.051686000079,5297.051731417421,None,5297.051795375068,5297.051817334257,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,49,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,49,49,49,5297.061321084388,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5297.052070459351,5297.052170250099,5297.052179167047,5297.061321084388,5297.061321084388,5297.061321084388,5297.061321084388,5300.052254292183,5300.052254292183,5301.05244891718,None,0,,,None,5301.052907334175,5301.052976000123,None,5301.053096417338,5301.053135292139,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_689_seed_1.png,50,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,50,50,50,5301.078939625062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5301.0535735422745,5301.053703084122,5301.053719459102,5301.078939625062,5301.078939625062,5301.078939625062,5301.078939625062,5304.071694250219,5304.071694250219,5305.0669905422255,1,0,1.4084352091886103,0.10814000014215708,None,5305.067555000074,5305.067615167238,None,5305.0677096671425,5305.067741542123,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_340_seed_1.png,51,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,51,51,51,5305.090527000371,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5305.06809425028,5305.06821891712,5305.068232750054,5305.090527000371,5305.090527000371,5305.090527000371,5305.090527000371,5308.101969084237,5308.101969084237,5309.068573834375,1,0,2.0199162089265883,0.13200833275914192,None,5309.069090875331,5309.069151125383,None,5309.069247709122,5309.06928045908,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_655_seed_1.png,52,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,52,52,52,5309.095532167237,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5309.069639209192,5309.069739709143,5309.069752834272,5309.095532167237,5309.095532167237,5309.095532167237,5309.095532167237,5312.085890750401,5312.085890750401,5313.083780917339,1,1,1.2718883329071105,0.13297691708430648,None,5313.084766875021,5313.084874249995,None,5313.085024500266,5313.085077959113,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_96_seed_1.png,53,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,53,53,53,5313.105747499969,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5313.085658667143,5313.085867125075,5313.085888167378,5313.105747499969,5313.105747499969,5313.105747499969,5313.105747499969,5316.10375216743,5316.10375216743,5317.099577459041,1,0,1.4987343326210976,0.1458799592219293,None,5317.100204834249,5317.100279542152,None,5317.100396292284,5317.100435959175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_680_seed_1.png,54,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,54,54,54,5317.124813084025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5317.100873417221,5317.101010625251,5317.101027625147,5317.124813084025,5317.124813084025,5317.124813084025,5317.124813084025,5320.118984250352,5320.118984250352,5321.118102709297,1,1,1.0616142502985895,0.1500876247882843,None,5321.118578500114,5321.118628042284,None,5321.118701750413,5321.118725459091,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_27_seed_1.png,55,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,55,55,55,5321.141541084275,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5321.119002667256,5321.119113584049,5321.1191238751635,5321.141541084275,5321.141541084275,5321.141541084275,5321.141541084275,5324.135698334314,5324.135698334314,5325.13252004236,1,1,1.2079132501967251,0.15990870771929622,None,5325.133023458999,5325.13307966711,None,5325.1331620002165,5325.133190459106,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_446_seed_1.png,56,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,56,56,56,5325.156407167204,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5325.133518000133,5325.133615500294,5325.133626875002,5325.156407167204,5325.156407167204,5325.156407167204,5325.156407167204,5328.154396625236,5328.154396625236,5329.133847209159,1,1,2.9010633332654834,None,None,5329.134483749978,5329.134536334313,None,5329.134609875269,5329.134634000249,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_21_seed_1.png,57,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,57,57,57,5329.153662750032,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5329.13491320936,5329.135021834169,5329.135032125283,5329.153662750032,5329.153662750032,5329.153662750032,5329.153662750032,5332.152301709168,5332.152301709168,5333.135372917168,1,1,1.5707995840348303,0.13511116616427898,None,5333.135760833975,5333.135806459002,None,5333.135877125431,5333.13590129232,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_12_seed_1.png,58,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,58,58,58,5333.161106124986,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5333.136169750243,5333.136246375274,5333.136256000027,5333.161106124986,5333.161106124986,5333.161106124986,5333.161106124986,5336.165773667395,5336.165773667395,5337.152979750186,2,1,0.8015129170380533,0.1608724999241531,None,5337.153659542091,5337.15373775037,None,5337.153856167104,5337.1538980840705,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,59,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,59,59,59,5337.165086625144,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5337.154356667306,5337.154528209008,5337.154545209371,5337.165086625144,5337.165086625144,5337.165086625144,5337.165086625144,5340.165725750383,5340.165725750383,5341.1493967091665,None,0,,,None,5341.149772959296,5341.1498292093165,None,5341.149930667132,5341.149961834308,None,5341.177237542346,5341.177237542346,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_86_seed_1.png,60,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,60,60,60,5341.177237542346,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5341.150321084075,5341.1504132919945,5341.150426875334,5341.177237542346,5341.177237542346,5341.177237542346,5341.177237542346,5344.169055541977,5344.169055541977,5345.15256291721,1,0,1.6633002501912415,0.12699208268895745,None,5345.153173792176,5345.153245625086,None,5345.153361917008,5345.153402459342,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_391_seed_1.png,61,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,61,61,61,5345.17853154242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5345.153830084018,5345.153953833971,5345.153970167041,5345.17853154242,5345.17853154242,5345.17853154242,5345.17853154242,5348.169373167213,5348.169373167213,5349.168849667069,1,1,1.1519828331656754,0.13702783407643437,None,5349.169739500154,5349.169839917216,None,5349.169960667379,5349.170003459323,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_293_seed_1.png,62,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,62,62,62,5349.196040875278,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5349.170487292111,5349.1706162500195,5349.170632834081,5349.196040875278,5349.196040875278,5349.196040875278,5349.196040875278,5352.187140667345,5352.187140667345,5353.186339209322,2,1,1.5496336668729782,0.15990349976345897,None,5353.186980959028,5353.187054417096,None,5353.187172959093,5353.187212584075,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_415_seed_1.png,63,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,63,63,63,5353.212598667014,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5353.187647667248,5353.187781334389,5353.187797666993,5353.212598667014,5353.212598667014,5353.212598667014,5353.212598667014,5356.215902917087,5356.215902917087,5357.199541917071,1,1,1.972944584209472,0.1530923331156373,None,5357.20001466712,5357.20006720908,None,5357.200138834305,5357.200163542293,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_411_seed_1.png,64,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,64,64,64,5357.222213125322,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5357.2004724172875,5357.2005873750895,5357.200597917195,5357.222213125322,5357.222213125322,5357.222213125322,5357.222213125322,5360.219136542175,5360.219136542175,5361.200822292361,2,1,1.163302875123918,0.16209762496873736,None,5361.201546417084,5361.201642125379,None,5361.201761000324,5361.201804584358,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_251_seed_1.png,65,0,1,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,65,65,65,5361.228602417279,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5361.202260625083,5361.202402834315,5361.20241987519,5361.228602417279,5361.228602417279,5361.228602417279,5361.228602417279,5364.223374084104,5364.223374084104,5365.216283334419,1,0,1.0000950014218688,0.14900741586461663,None,5365.216706042178,5365.216750000138,None,5365.216812417377,5365.216833875049,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_531_seed_1.png,66,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,66,66,66,5365.237432667054,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5365.217091750354,5365.217189875431,5365.217198834289,5365.237432667054,5365.237432667054,5365.237432667054,5365.237432667054,5368.236577000003,5368.236577000003,5369.218250500038,1,1,1.1451632091775537,0.13204591581597924,None,5369.2192995841615,5369.219395959284,None,5369.21952308435,5369.219565459061,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_213_seed_1.png,67,0,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,67,67,67,5369.243651458994,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5369.220094209071,5369.220227625221,5369.2202443750575,5369.243651458994,5369.243651458994,5369.243651458994,5369.243651458994,5372.249662625138,5372.249662625138,5373.233952625189,1,1,1.5770657090470195,0.13300091633573174,None,5373.234880709089,5373.2349800420925,None,5373.235111584421,5373.235164209269,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,68,1,0,0,14,1,1,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,68,68,68,5373.248878417071,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5373.235716000199,5373.235977250151,5373.235995542258,5373.248878417071,5373.248878417071,5373.248878417071,5373.248878417071,5376.235807084013,5376.235807084013,5377.232922917232,None,0,,,None,5377.233361292165,5377.233428459149,None,5377.233572375029,5377.233628250193,None,5377.242476625368,5377.242476625368,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,69,1,0,1,14,1,0,"[9, 19, 29, 39, 49, 59, 68, 69, 70, 71]",,,,,14,0,14,0,0,69,69,69,5377.242476625368,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5377.234074209351,5377.234186709393,5377.234203084372,5377.242476625368,5377.242476625368,5377.242476625368,5377.242476625368,5380.237532000057,5380.237532000057,5381.234606125392,None,0,,,None,5381.235606584232,5386.449900292326,1,5386.450610875152,5415.620574459434,equal,,,,,5381.248965084087,5381.248965084087,5.198889625724405,None,5386.459995209239,5386.459995209239,29.15883899992332,None,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +,,,,,,,,,,,,,14,0,14,0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_353_seed_1.png,0,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,0,0,0,5415.663648833986,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5415.640011125244,5415.64043283416,5415.6404486251995,5415.663648833986,5415.663648833986,5415.663648833986,5415.663648833986,5418.665822500363,5418.665822500363,5419.649409917183,1,1,0.8571101669222116,0.14607012504711747,None,5419.650309209246,5419.650375792291,None,5419.6505885003135,5419.650625084061,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/14_33.png,1,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,1,1,1,5419.667959334329,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5419.651102292351,5419.652058167383,5419.652080125175,5419.667959334329,5419.667959334329,5419.667959334329,5419.667959334329,5422.684027375188,5422.684027375188,5423.655032459181,2,0,2.0759056671522558,0.14191666711121798,None,5423.655659375247,5423.655728584155,None,5423.655863334425,5423.655902666971,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/12_0.png,2,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,2,2,2,5423.670322959311,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5423.656326500233,5423.656447709072,5423.656464292202,5423.670322959311,5423.670322959311,5423.670322959311,5423.670322959311,5426.667114584241,5426.667114584241,5427.654348584358,2,0,2.8674824996851385,None,None,5427.654924875125,5427.65497212531,None,5427.655046375003,5427.655071000103,None,5427.677948292345,5427.677948292345,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_27_seed_1.png,3,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,3,3,3,5427.677948292345,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5427.655347334221,5427.655419625342,5427.655429417267,5427.677948292345,5427.677948292345,5427.677948292345,5427.677948292345,5430.66927225003,5430.66927225003,5431.666129667312,2,1,0.963907000143081,0.1439016666263342,None,5431.666743334383,5431.666827459354,None,5431.666966250166,5431.667004875373,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_630_seed_1.png,4,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,4,4,4,5431.692636292428,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5431.667446792126,5431.667565917131,5431.667582374997,5431.692636292428,5431.692636292428,5431.692636292428,5431.692636292428,5434.699343917426,5434.699343917426,5435.669337209314,1,1,1.5372608341276646,0.1619935417547822,None,5435.669780750293,5435.669835834298,None,5435.669921291992,5435.669949584175,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_314_seed_1.png,5,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,5,5,5,5435.691795959137,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5435.67026112508,5435.670352166984,5435.670363792218,5435.691795959137,5435.691795959137,5435.691795959137,5435.691795959137,5438.686691750307,5438.686691750307,5439.682893834077,1,1,2.3089815420098603,0.1301056668162346,None,5439.683408625424,5439.683466667309,None,5439.683563209139,5439.683595000301,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_762_1.png,6,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,6,6,6,5439.706516042352,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5439.683946375269,5439.6840425422415,5439.6840558750555,5439.706516042352,5439.706516042352,5439.706516042352,5439.706516042352,5442.716328124981,5442.716328124981,5443.686140959151,1,1,0.954420542344451,0.13596054166555405,None,5443.686665292364,5443.686722917017,None,5443.686822042335,5443.6868541250005,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_258_seed_1.png,7,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,7,7,7,5443.710385625251,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5443.687208167277,5443.687305917032,5443.687319334131,5443.710385625251,5443.710385625251,5443.710385625251,5443.710385625251,5446.702690958977,5446.702690958977,5447.699689584319,2,1,1.0154995010234416,0.1560674998909235,None,5447.70020387508,5447.700263084378,None,5447.700358042028,5447.700390292332,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_633_seed_1.png,8,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,8,8,8,5447.727805625182,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5447.700749417301,5447.700855792034,5447.700869667344,5447.727805625182,5447.727805625182,5447.727805625182,5447.727805625182,5450.720040125307,5450.720040125307,5451.702981875278,1,1,0.812100459355861,0.14695691596716642,None,5451.70351408422,5451.703578292392,None,5451.703675084282,5451.7037080843,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,9,1,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,9,9,9,5451.7159585421905,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5451.704093584325,5451.704191250261,5451.70420437539,5451.7159585421905,5451.7159585421905,5451.7159585421905,5451.7159585421905,5454.70290112542,5454.70290112542,5455.701742584351,None,0,,,None,5455.702295375057,5455.702379791997,None,5455.702536834404,5455.702584625222,None,5455.730676917359,5455.730676917359,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_334_seed_1.png,10,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,10,10,10,5455.730676917359,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5455.70314745931,5455.703293709084,5455.703314542305,5455.730676917359,5455.730676917359,5455.730676917359,5455.730676917359,5458.7193594593555,5458.7193594593555,5459.716235375032,1,1,1.2702449588105083,0.1540414998307824,None,5459.71684691729,5459.71691800002,None,5459.71704045916,5459.717079334427,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_497_seed_1.png,11,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,11,11,11,5459.742227375042,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5459.717504917178,5459.7176229171455,5459.717639250215,5459.742227375042,5459.742227375042,5459.742227375042,5459.742227375042,5462.73656362528,5462.73656362528,5463.719645375386,1,1,1.0906704170629382,0.13499291567131877,None,5463.7200463754125,5463.720095167402,None,5463.720168542117,5463.72019279236,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_597_seed_1.png,12,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,12,12,12,5463.739523875061,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5463.720468709245,5463.720548667014,5463.720558792353,5463.739523875061,5463.739523875061,5463.739523875061,5463.739523875061,5466.736706417054,5466.736706417054,5467.732987125404,1,1,2.44338950002566,0.16212041676044464,None,5467.733606209047,5467.733677792363,None,5467.733794167172,5467.733834042214,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_366_seed_1.png,13,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,13,13,13,5467.7579416669905,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5467.734263250139,5467.734380459413,5467.7343965424225,5467.7579416669905,5467.7579416669905,5467.7579416669905,5467.7579416669905,5470.766555584036,5470.766555584036,5471.736549667083,1,1,1.0940470420755446,0.13193637505173683,None,5471.736948584206,5471.736991375219,None,5471.737052292097,5471.737072166987,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_464_seed_1.png,14,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,14,14,14,5471.753745834343,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5471.7373163341545,5471.737404667307,5471.737413542345,5471.753745834343,5471.753745834343,5471.753745834343,5471.753745834343,5474.752731542103,5474.752731542103,5475.749504875392,2,1,1.9982877080328763,0.19994125002995133,None,5475.749948709272,5475.750000042375,None,5475.750082375016,5475.750109792221,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_493_seed_1.png,15,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,15,15,15,5475.777657584287,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5475.750453209039,5475.75055066729,5475.750567000359,5475.777657584287,5475.777657584287,5475.777657584287,5475.777657584287,5478.771934875287,5478.771934875287,5479.754525917117,2,1,1.880394708365202,0.13602016679942608,None,5479.754970374983,5479.755018709227,None,5479.755090584047,5479.755115624983,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_387_seed_1.png,16,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,16,16,16,5479.7734305001795,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5479.7553942501545,5479.755496375263,5479.755506334361,5479.7734305001795,5479.7734305001795,5479.7734305001795,5479.7734305001795,5482.782926167361,5482.782926167361,5483.769653875381,1,1,2.3945684577338398,0.14609937509521842,None,5483.770063542295,5483.7701121671125,None,5483.77018566709,5483.770210375078,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_19_seed_1.png,17,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,17,17,17,5483.792413750198,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5483.770482292399,5483.770561000332,5483.770571042318,5483.792413750198,5483.792413750198,5483.792413750198,5483.792413750198,5486.799573209137,5486.799573209137,5487.783101125155,2,1,1.271705375984311,0.1538964998908341,None,5487.78358841734,5487.783642292023,None,5487.783726709429,5487.783754709177,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/5_33.png,18,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,18,18,18,5487.799437959213,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5487.784084459301,5487.78419308411,5487.784204875119,5487.799437959213,5487.799437959213,5487.799437959213,5487.799437959213,5490.786614167038,5490.786614167038,5491.782996125054,1,1,2.281650625169277,0.15093633392825723,None,5491.783533542417,5491.783592250198,None,5491.78368570935,5491.783717500046,None,5491.807975917123,5491.807975917123,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_74_seed_1.png,19,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,19,19,19,5491.807975917123,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5491.784078042023,5491.78417137498,5491.784184709191,5491.807975917123,5491.807975917123,5491.807975917123,5491.807975917123,5494.8031169171445,5494.8031169171445,5495.786937625147,1,0,1.1330552087165415,0.15810495801270008,None,5495.787559375167,5495.787628167309,None,5495.787742917426,5495.787781625055,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_315_seed_1.png,20,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,20,20,20,5495.812811292242,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5495.78821316734,5495.788332292344,5495.788348167203,5495.812811292242,5495.812811292242,5495.812811292242,5495.812811292242,5498.816619959194,5498.816619959194,5499.799650292378,1,1,1.8113647499121726,0.14884879207238555,None,5499.8001698344015,5499.800243917387,None,5499.800346374977,5499.800392250065,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,21,1,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,21,21,21,5499.809372959193,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5499.800748042297,5499.800857209135,5499.800870834384,5499.809372959193,5499.809372959193,5499.809372959193,5499.809372959193,5502.803094084375,5502.803094084375,5503.799787417054,None,0,,,None,5503.800227000378,5503.800292792264,None,5503.800416209269,5503.800454959273,None,5503.826636624988,5503.826636624988,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_345_seed_1.png,22,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,22,22,22,5503.826636624988,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5503.800897500012,5503.8010258344,5503.801042792387,5503.826636624988,5503.826636624988,5503.826636624988,5503.826636624988,5506.81978425011,5506.81978425011,5507.8026063339785,1,0,1.9705057498067617,0.1650057090446353,None,5507.803223084193,5507.803295167163,None,5507.80340995919,5507.803449416999,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_230_seed_1.png,23,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,23,23,23,5507.827264375053,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5507.803888417315,5507.80401375005,5507.804029917344,5507.827264375053,5507.827264375053,5507.827264375053,5507.827264375053,5510.833092292305,5510.833092292305,5511.81657795934,1,1,1.3478004578500986,0.13106795912608504,None,5511.817091917153,5511.817151959054,None,5511.8172479593195,5511.817279709037,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_275_seed_1.png,24,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,24,24,24,5511.841804417316,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5511.817658917047,5511.817756542005,5511.817769875284,5511.841804417316,5511.841804417316,5511.841804417316,5511.841804417316,5514.85016833432,5514.85016833432,5515.819344209041,1,0,1.7952805422246456,0.12998279184103012,None,5515.819803417195,5515.8198562921025,None,5515.819938917179,5515.819966667332,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_121_seed_1.png,25,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,25,25,25,5515.844613875262,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5515.820278542116,5515.820371959358,5515.820383124985,5515.844613875262,5515.844613875262,5515.844613875262,5515.844613875262,5518.849774000235,5518.849774000235,5519.834149750415,2,1,1.0714565417729318,0.1140851671807468,None,5519.834663334303,5519.834722209256,None,5519.834826709237,5519.834859875031,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_268_seed_1.png,26,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,26,26,26,5519.858415667433,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5519.835219750181,5519.835329500027,5519.835342625156,5519.858415667433,5519.858415667433,5519.858415667433,5519.858415667433,5522.85446029203,5522.85446029203,5523.837424917147,1,1,1.9437081669457257,0.14211895782500505,None,5523.837775250431,5523.837813500315,None,5523.837871250231,5523.83789091697,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_302_seed_1.png,27,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,27,27,27,5523.859853500035,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5523.838111417368,5523.838194959331,5523.838203125168,5523.859853500035,5523.859853500035,5523.859853500035,5523.859853500035,5526.866639750078,5526.866639750078,5527.84920333419,1,1,0.6912254593335092,0.13101658271625638,None,5527.849705750123,5527.849764292128,None,5527.849857584108,5527.849889459088,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_658_seed_1.png,28,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 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71]",,,,,15,0,15,0,0,31,31,31,5539.87724112533,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5539.868479959201,5539.8686323342845,5539.868652250152,5539.87724112533,5539.87724112533,5539.87724112533,5539.87724112533,5542.883075708989,5542.883075708989,5543.86678520916,None,0,,,None,5543.867154334206,5543.86720862519,None,5543.867309209425,5543.867340250406,None,5543.8969758753665,5543.8969758753665,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_357_seed_1.png,32,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,32,32,32,5543.8969758753665,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5543.86772429198,5543.867817417253,5543.867830750067,5543.8969758753665,5543.8969758753665,5543.8969758753665,5543.8969758753665,5546.88737041736,5546.88737041736,5547.868375041988,1,1,1.0432017920538783,0.1420390410348773,None,5547.869304750115,5547.869407375343,None,5547.869561542291,5547.86961812526,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_263_seed_1.png,33,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,33,33,33,5547.8948017503135,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5547.870332584251,5547.870559500065,5547.870577250142,5547.8948017503135,5547.8948017503135,5547.8948017503135,5547.8948017503135,5550.8870022092015,5550.8870022092015,5551.885980375111,1,1,1.7674700417555869,0.12296120822429657,None,5551.886593959294,5551.886664834339,None,5551.886785459239,5551.886825709138,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_616_seed_1.png,34,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,34,34,34,5551.913233209401,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5551.887285209261,5551.887408167124,5551.887424709275,5551.913233209401,5551.913233209401,5551.913233209401,5551.913233209401,5554.916710125282,5554.916710125282,5555.887739500031,2,1,1.1099662082269788,0.17699670884758234,None,5555.888118125033,5555.888159667142,None,5555.888221250381,5555.888241874985,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_516_seed_1.png,35,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,35,35,35,5555.902695375029,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5555.888470459264,5555.888557667378,5555.888565834146,5555.902695375029,5555.902695375029,5555.902695375029,5555.902695375029,5558.90176079236,5558.90176079236,5559.886750792153,1,1,2.377665416803211,0.14998175017535686,None,5559.8872691672295,5559.887326917145,None,5559.887421542313,5559.887452625204,None,5559.910650084261,5559.910650084261,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_535_seed_1.png,36,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,36,36,36,5559.910650084261,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5559.887801584322,5559.887894000392,5559.887907375116,5559.910650084261,5559.910650084261,5559.910650084261,5559.910650084261,5562.905908375047,5562.905908375047,5563.901304000057,2,1,2.007633708883077,0.16998462472110987,None,5563.902101792395,5563.902200500015,None,5563.902319333982,5563.902361250017,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_421_seed_1.png,37,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,37,37,37,5563.926099084318,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5563.902794084046,5563.9029261670075,5563.902942792047,5563.926099084318,5563.926099084318,5563.926099084318,5563.926099084318,5566.91989204241,5566.91989204241,5567.903705875389,1,1,1.9471557918004692,0.15699362521991134,None,5567.9043326671235,5567.904407209251,None,5567.904523250181,5567.904563584365,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_567_seed_1.png,38,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,38,38,38,5567.928074500058,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5567.904993917327,5567.905120167416,5567.905136459041,5567.928074500058,5567.928074500058,5567.928074500058,5567.928074500058,5570.936155000236,5570.936155000236,5571.9167345003225,None,0,,,['1'],5571.9176819170825,5571.917749875225,None,5571.917863625102,5571.917897625361,None,,,[2.2452573752962053],[0.14105570781975985],,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_16_seed_1.png,39,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,39,39,39,5571.945442084223,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5571.918309125118,5571.918411083985,5571.918427542318,5571.945442084223,5571.945442084223,5571.945442084223,5571.945442084223,5574.950315417256,5574.950315417256,5575.9190810001455,1,0,2.565928916912526,0.16292979242280126,None,5575.919696167111,5575.919768250082,None,5575.919884167146,5575.919924250338,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_46_seed_1.png,40,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,40,40,40,5575.945145084057,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5575.920376459137,5575.920498542022,5575.920514750294,5575.945145084057,5575.945145084057,5575.945145084057,5575.945145084057,5578.9499279591255,5578.9499279591255,5579.920748000033,1,1,1.4391375831328332,0.16203937493264675,None,5579.92137220921,5579.921445292421,None,5579.921564084012,5579.921604750212,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/paired_image_483_2.png,41,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,41,41,41,5579.948046584148,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5579.922038459219,5579.922159667127,5579.922175959218,5579.948046584148,5579.948046584148,5579.948046584148,5579.948046584148,5582.937353125308,5582.937353125308,5583.933315792121,1,1,0.98336270917207,0.15492550004273653,None,5583.933898709249,5583.933963917196,None,5583.934062042274,5583.93409695942,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_114_seed_1.png,42,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,42,42,42,5583.959632500075,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5583.934493167326,5583.934592792299,5583.934606458992,5583.959632500075,5583.959632500075,5583.959632500075,5583.959632500075,5586.96705650026,5586.96705650026,5587.936941209249,1,1,1.1817092089913785,0.1479676249437034,None,5587.937570041977,5587.937648625113,None,5587.937768000178,5587.937808750197,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_82_seed_1.png,43,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,43,43,43,5587.962688541971,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5587.93827504199,5587.938395125326,5587.938411250245,5587.962688541971,5587.962688541971,5587.962688541971,5587.962688541971,5590.952490042429,5590.952490042429,5591.952938792296,1,1,1.6867392091080546,0.15288912504911423,None,5591.953379834071,5591.953430584166,None,5591.953512875363,5591.953540292103,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_362_seed_1.png,44,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,44,44,44,5591.9808703344315,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5591.9538453752175,5591.95392895909,5591.953940209001,5591.9808703344315,5591.9808703344315,5591.9808703344315,5591.9808703344315,5594.985759750009,5594.985759750009,5595.954697250389,1,1,0.9414630420506,0.1509993327781558,None,5595.955311000347,5595.955383750144,None,5595.955522667151,5595.955562000163,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +blank.jpg,45,1,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,45,45,45,5595.966231375001,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5595.955986374989,5595.956110167317,5595.956126334146,5595.966231375001,5595.966231375001,5595.966231375001,5595.966231375001,5598.966713292059,5598.966713292059,5599.9515562923625,None,0,,,None,5599.952169042081,5599.952247792389,None,5599.952375250403,5599.952420792077,None,5599.974273000378,5599.974273000378,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_67_seed_1.png,46,0,1,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,46,46,46,5599.974273000378,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5599.953173834365,5599.953294667415,5599.953307959251,5599.974273000378,5599.974273000378,5599.974273000378,5599.974273000378,5602.98603920918,5602.98603920918,5603.96976533439,2,1,1.5391602502204478,0.19195379177108407,None,5603.970419417135,5603.970495834015,None,5603.970613667276,5603.970654750243,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_83_seed_1.png,47,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,47,47,47,5603.995167125016,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5603.971122625284,5603.971245959401,5603.971262209117,5603.995167125016,5603.995167125016,5603.995167125016,5603.995167125016,5606.999995584134,5606.999995584134,5607.983562625013,1,1,1.3302973760291934,0.16601262474432588,None,5607.98398529226,5607.984030042309,None,5607.984090375248,5607.984112459235,None,,,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/w_gym2.jpg,48,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 71]",,,,,15,0,15,0,0,48,48,48,5607.9934936254285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5607.984350959305,5607.984446292277,5607.984454417136,5607.9934936254285,5607.9934936254285,5607.9934936254285,5607.9934936254285,5610.987041417044,5610.987041417044,5611.983647792134,1,1,1.5059387078508735,0.15297720907256007,None,5611.984427125193,5611.98452933412,None,5611.984677792061,5611.984727459028,None,5612.011547334027,5612.011547334027,,,,,,,,,,,3,1,0,0,2024-12-13_14h18.09.698,rtmindeye,2024.1.5,None,2024-12-13 14h18.19.111265 -0500, +all_stimuli/rtmindeye_stimuli/image_605_seed_1.png,49,0,0,0,15,1,1,"[9, 21, 31, 45, 56, 68, 69, 70, 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a/csv/sub-004_ses-05.csv b/csv/sub-004_ses-05.csv new file mode 100644 index 0000000000000000000000000000000000000000..39b470d2cad57d016f9cf707097a84bf1d213914 --- /dev/null +++ b/csv/sub-004_ses-05.csv @@ -0,0 +1,369 @@ 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69]",1,1,1.4206866999156773,0.9310153000988066,None,None,None,,,,,,,,,,,5,0,5,0,0,42,42,42,1990.4062408003956,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1990.3788878000341,1990.3789261002094,1990.4046347001567,1990.4062408003956,1990.4062408003956,1990.4062408003956,1990.4062408003956,1993.4116405001841,1993.4116405001841,1994.3952747001313,1,1,1.4206866999156773,0.9310153000988066,None,1994.3953448003158,1994.3953652000055,None,1994.3953894004226,1994.395406700205,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_6856_cocoid_57735.png,43,0,43,43,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,1.7261071000248194,0.8649677000939846,None,None,None,,,,,,,,,,,5,0,5,0,0,43,43,43,1994.442810300272,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1994.3955645002425,1994.395612000022,1994.441201500129,1994.442810300272,1994.442810300272,1994.442810300272,1994.442810300272,1997.4449475002475,1997.4449475002475,1998.4119096002541,1,1,1.7261071000248194,0.8649677000939846,None,1998.411983200349,1998.4120041001588,None,1998.4120284002274,1998.4120459002443,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_1380_cocoid_3715.png,44,0,44,44,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,1.0884599001146853,1.0598610998131335,None,None,None,,,,,,,,,,,5,0,5,0,0,44,44,44,1998.4414466000162,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1998.4122047000565,1998.4122482002713,1998.439880600199,1998.4414466000162,1998.4414466000162,1998.4414466000162,1998.4414466000162,2001.44493470015,2001.44493470015,2002.428581100423,1,1,1.0884599001146853,1.0598610998131335,None,2002.4286537002772,2002.4286744003184,None,2002.4286974002607,2002.4287145002745,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +blank.jpg,45,1,45,45,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",None,0,,,None,None,None,,,,,,,,,,,5,0,5,0,0,45,45,45,2002.4451702004299,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2002.428873900324,2002.4289204999804,2002.4382931999862,2002.4451702004299,2002.4451702004299,2002.4451702004299,2002.4451702004299,2005.4453487000428,2005.4453487000428,2006.428256300278,None,0,,,None,2006.4283133000135,2006.4283321001567,None,2006.428354700096,2006.428371200338,None,2006.4552772999741,2006.4552772999741,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_8082_cocoid_62679.png,46,0,46,46,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,1.2446209001354873,0.43297090008854866,None,None,None,,,,,,,,,,,5,0,5,0,0,46,46,46,2006.4552772999741,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2006.428534200415,2006.4285726002418,2006.4536383002996,2006.4552772999741,2006.4552772999741,2006.4552772999741,2006.4552772999741,2009.4615027001128,2009.4615027001128,2010.4450903004035,1,1,1.2446209001354873,0.43297090008854866,None,2010.4451609002426,2010.445181300398,None,2010.4452046002261,2010.4452213002369,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/special515/special_6489.jpg,47,0,47,47,0,,,,,,1,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",2,1,0.8103694003075361,0.32595619978383183,None,None,None,,,,,,,,,,,5,0,5,0,0,47,47,47,2010.4615373001434,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2010.4453821000643,2010.445425500162,2010.4584131999873,2010.4615373001434,2010.4615373001434,2010.4615373001434,2010.4615373001434,2013.461686400231,2013.461686400231,2014.4452169002034,2,1,0.8103694003075361,0.32595619978383183,None,2014.4452975001186,2014.4453171002679,None,2014.4453406003304,2014.4453575001098,None,2014.4722232003696,2014.4722232003696,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_3748_cocoid_11790.png,48,0,48,48,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,1.1895912000909448,0.35908070020377636,None,None,None,,,,,,,,,,,5,0,5,0,0,48,48,48,2014.4722232003696,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2014.4455200000666,2014.4455590001307,2014.4704276002012,2014.4722232003696,2014.4722232003696,2014.4722232003696,2014.4722232003696,2017.4784754002467,2017.4784754002467,2018.461616200395,1,1,1.1895912000909448,0.35908070020377636,None,2018.461687500123,2018.4617073000409,None,2018.4617305002175,2018.4617477003485,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_2572_cocoid_6980.png,49,0,49,49,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.8432867000810802,0.28597290022298694,None,None,None,,,,,,,,,,,5,0,5,0,0,49,49,49,2018.4935608999804,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2018.4619075004011,2018.4619515002705,2018.4917934001423,2018.4935608999804,2018.4935608999804,2018.4935608999804,2018.4935608999804,2021.4949909001589,2021.4949909001589,2022.4784607002512,1,1,0.8432867000810802,0.28597290022298694,None,2022.4785333001055,2022.4785539000295,None,2022.478577699978,2022.4785951999947,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_7622_cocoid_60858.png,50,0,50,50,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.8670820998959243,0.3040225002914667,None,None,None,,,,,,,,,,,5,0,5,0,0,50,50,50,2022.51172170043,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2022.478756500408,2022.4788000001572,2022.51010410022,2022.51172170043,2022.51172170043,2022.51172170043,2022.51172170043,2025.5114424000494,2025.5114424000494,2026.4948853002861,1,1,0.8670820998959243,0.3040225002914667,None,2026.4949589003809,2026.494979200419,None,2026.4950053002685,2026.4950229004025,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/special515/special_14179.jpg,51,0,51,51,0,,,,,,1,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",2,1,1.0285350000485778,0.384043799713254,None,None,None,,,,,,,,,,,5,0,5,0,0,51,51,51,2026.5114361001179,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2026.4951874003746,2026.4952316000126,2026.5081364000216,2026.5114361001179,2026.5114361001179,2026.5114361001179,2026.5114361001179,2029.5114907003008,2029.5114907003008,2030.4952610000037,2,1,1.0285350000485778,0.384043799713254,None,2030.4953250000253,2030.4953444004059,None,2030.4953686003573,2030.4953854000196,None,2030.5258045000955,2030.5258045000955,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_7127_cocoid_58883.png,52,0,52,52,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",2,0,0.7752465000376105,0.26379220001399517,None,None,None,,,,,,,,,,,5,0,5,0,0,52,52,52,2030.5258045000955,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2030.4955434002914,2030.4955823002383,2030.5240961001255,2030.5258045000955,2030.5258045000955,2030.5258045000955,2030.5258045000955,2033.527713100426,2033.527713100426,2034.511515100021,2,0,0.7752465000376105,0.26379220001399517,None,2034.5115869999863,2034.511607200373,None,2034.5116310999729,2034.511648400221,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/unchosen_nsd_1000_images/unchosen_3806_cocoid_44879.png,53,0,53,53,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7952707000076771,0.2757987999357283,None,None,None,,,,,,,,,,,5,0,5,0,0,53,53,53,2034.5427715000696,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2034.511816299986,2034.5118627003394,2034.5411398001015,2034.5427715000696,2034.5427715000696,2034.5427715000696,2034.5427715000696,2037.5446800002828,2037.5446800002828,2038.5282971002162,1,1,0.7952707000076771,0.2757987999357283,None,2038.5283690001816,2038.5283893002197,None,2038.5284129003994,2038.5284359003417,None,,,,,,,,,,,,,4,8,0,0,2025-02-18_10h13.08.043,rtmindeye,2024.2.4,59.948983431415265,2025-02-18 10h13.22.980002 -0500, +all_stimuli/special515/special_72312.jpg,54,0,54,54,0,,,,,,0,0,5,8,1,"[9, 21, 31, 45, 56, 68, 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69]",1,1,0.7614098999183625,0.1869418000569567,None,None,None,,,,,,,,,,,4,0,4,0,0,28,28,28,1987.8966780999908,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1987.8628741999855,1987.8629179000854,1987.8950746000046,1987.8966780999908,1987.8966780999908,1987.8966780999908,1987.8966780999908,1990.8957848000573,1990.8957848000573,1991.8794636999955,1,1,0.7614098999183625,0.1869418000569567,None,1991.8795365000842,1991.8795582000166,None,1991.8795835000928,1991.8796017999994,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/shared1000_notspecial/notspecial_4869.png,29,0,29,29,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7436491000698879,0.18521149992011487,None,None,None,,,,,,,,,,,4,0,4,0,0,29,29,29,1991.9113355000736,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1991.8797656000825,1991.8798092000652,1991.9095744000515,1991.9113355000736,1991.9113355000736,1991.9113355000736,1991.9113355000736,1994.912408900098,1994.912408900098,1995.895813500043,1,1,0.7436491000698879,0.18521149992011487,None,1995.8958872000221,1995.8959091000725,None,1995.895933300024,1995.895951100043,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/special515/special_25578.jpg,30,0,30,30,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.8630401999689639,0.18992759997490793,None,None,None,,,,,,,,,,,4,0,4,0,0,30,30,30,1995.9310922999866,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1995.8961138000013,1995.8961576999864,1995.9291445000563,1995.9310922999866,1995.9310922999866,1995.9310922999866,1995.9310922999866,1998.9458836000413,1998.9458836000413,1999.912199000013,1,1,0.8630401999689639,0.18992759997490793,None,1999.9122773000272,1999.912299800082,None,1999.9123257000465,1999.912344200071,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +blank.jpg,31,1,31,31,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",None,0,,,None,None,None,,,,,,,,,,,4,0,4,0,0,31,31,31,1999.9288195000263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1999.9125122000696,1999.9125591000775,1999.9201417000731,1999.9288195000263,1999.9288195000263,1999.9288195000263,1999.9288195000263,2002.9287406000076,2002.9287406000076,2003.9120569000952,None,0,,,None,2003.9121229000157,2003.9121437000576,None,2003.9121689000167,2003.9121864000335,None,2003.9407423000084,2003.9407423000084,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/unchosen_nsd_1000_images/unchosen_8649_cocoid_32283.png,32,0,32,32,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7381780000869185,0.20397499995306134,None,None,None,,,,,,,,,,,4,0,4,0,0,32,32,32,2003.9407423000084,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2003.9123479999835,2003.9123855000362,2003.9390547000803,2003.9407423000084,2003.9407423000084,2003.9407423000084,2003.9407423000084,2006.9452363000019,2006.9452363000019,2007.9286495000124,1,1,0.7381780000869185,0.20397499995306134,None,2007.9287277000258,2007.928750500083,None,2007.9287750000367,2007.928793600062,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/MST_pairs/pair_6_9_56.png,33,0,33,33,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,1.2789717999985442,0.19699280010536313,None,None,None,,,,,,,,,,,4,0,4,0,0,33,33,33,2007.997917000088,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2007.9289601000492,2007.9290059000487,2007.994655400049,2007.997917000088,2007.997917000088,2007.997917000088,2007.997917000088,2011.011872000061,2011.011872000061,2011.945293600089,1,1,1.2789717999985442,0.19699280010536313,None,2011.9453704000916,2011.9453926000278,None,2011.9454168000957,2011.9454346999992,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/special515/special_51843.jpg,34,0,34,34,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7836190001107752,0.16500049992464483,None,None,None,,,,,,,,,,,4,0,4,0,0,34,34,34,2011.973273999989,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2011.945600300096,2011.9456949000014,2011.971277500037,2011.973273999989,2011.973273999989,2011.973273999989,2011.973273999989,2014.9785466000903,2014.9785466000903,2015.9619620000012,1,1,0.7836190001107752,0.16500049992464483,None,2015.962038800004,2015.9620614000596,None,2015.9620874000248,2015.9621059000492,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/MST_pairs/pair_8_12_0.png,35,0,35,35,0,,,,,,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",2,1,0.8658945000497624,0.18400270002894104,None,None,None,,,,,,,,,,,4,0,4,0,0,35,35,35,2015.987999200006,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2015.962639000034,2015.9626857000403,2015.9863695000531,2015.987999200006,2015.987999200006,2015.987999200006,2015.987999200006,2018.995200800011,2018.995200800011,2019.978646100033,2,1,0.8658945000497624,0.18400270002894104,None,2019.978724100045,2019.9787462000968,None,2019.9787716000574,2019.9787897000788,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/special515/special_37224.jpg,36,0,36,36,0,,,,,,1,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",2,1,0.7930557000217959,0.2099857999710366,None,None,None,,,,,,,,,,,4,0,4,0,0,36,36,36,2020.007838700083,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2019.9789599000942,2019.979005,2020.0059703000588,2020.007838700083,2020.007838700083,2020.007838700083,2020.007838700083,2023.012071400066,2023.012071400066,2023.99527,2,1,0.7930557000217959,0.2099857999710366,None,2023.9953474000795,2023.995369500015,None,2023.995395700098,2023.9954140000045,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/shared1000_notspecial/notspecial_54389.png,37,0,37,37,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7599688000045717,0.2078027999959886,None,None,None,,,,,,,,,,,4,0,4,0,0,37,37,37,2024.0492391000735,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2023.995582100004,2023.995627299999,2024.0474785000551,2024.0492391000735,2024.0492391000735,2024.0492391000735,2024.0492391000735,2027.0621626999928,2027.0621626999928,2027.995725600049,1,1,0.7599688000045717,0.2078027999959886,None,2027.9957982000196,2027.9958196000662,None,2027.9958437000168,2027.9958634000504,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/unchosen_nsd_1000_images/unchosen_4796_cocoid_49212.png,38,0,38,38,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.9028790999436751,0.17617700004484504,None,None,None,,,,,,,,,,,4,0,4,0,0,38,38,38,2028.0471065000165,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2027.9960241999943,2027.9960677000927,2028.045550000039,2028.0471065000165,2028.0471065000165,2028.0471065000165,2028.0471065000165,2031.062501,2031.062501,2032.012204400031,1,1,0.9028790999436751,0.17617700004484504,None,2032.0122749999864,2032.0122971000383,None,2032.0123216999928,2032.0123392000096,None,,,,,,,,,,,,,5,2,0,0,2025-02-26_12h21.48.497,rtmindeye,2024.2.4,59.98620317994578,2025-02-26 12h36.41.522293 -0500 +all_stimuli/special515/special_64880.jpg,39,0,39,39,0,,,,,,0,0,4,2,1,"[9, 21, 31, 45, 56, 68, 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69]",None,0,,,None,None,None,,,,,,,,,,,4,0,4,0,0,45,45,45,2007.3400117999408,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2007.3242274000077,2007.3242744000163,2007.3375981999561,2007.3400117999408,2007.3400117999408,2007.3400117999408,2007.3400117999408,2010.340410899953,2010.340410899953,2011.3239435999421,None,0,,,None,2011.324004199938,2011.3240237999707,None,2011.3240481000394,2011.3240647999337,None,2011.3714791999664,2011.3714791999664,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/unchosen_nsd_1000_images/unchosen_1528_cocoid_4153.png,46,0,46,46,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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69]",1,1,0.7727296999655664,0.15098499995656312,None,None,None,,,,,,,,,,,4,0,4,0,0,47,47,47,2015.357307999977,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2015.340668,2015.3407116000308,2015.3557334999787,2015.357307999977,2015.357307999977,2015.357307999977,2015.357307999977,2018.3569519999437,2018.3569519999437,2019.340461899992,1,1,0.7727296999655664,0.15098499995656312,None,2019.3405280000297,2019.340548,None,2019.3405721000163,2019.340588800027,None,2019.391907799989,2019.391907799989,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/unchosen_nsd_1000_images/unchosen_6454_cocoid_56111.png,48,0,48,48,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7989406000124291,0.17220030003227293,None,None,None,,,,,,,,,,,4,0,4,0,0,48,48,48,2019.391907799989,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2019.3407505999785,2019.340788600035,2019.3902780000353,2019.391907799989,2019.391907799989,2019.391907799989,2019.391907799989,2022.407069399953,2022.407069399953,2023.3571130000055,1,1,0.7989406000124291,0.17220030003227293,None,2023.3571859999793,2023.3572070000228,None,2023.357230899972,2023.3572481999872,None,,,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/special515/special_21192.jpg,49,0,49,49,0,,,,,,,,1,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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69]",1,1,0.8569317000219598,0.22078920004423708,None,None,None,,,,,,,,,,,4,0,4,0,0,50,50,50,2027.3972168000182,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2027.3577044999693,2027.357742800028,2027.3956070999848,2027.3972168000182,2027.3972168000182,2027.3972168000182,2027.3972168000182,2030.4066399999429,2030.4066399999429,2031.3737159000011,1,1,0.8569317000219598,0.22078920004423708,None,2031.3737887999741,2031.373809600016,None,2031.3738332999637,2031.3738502999768,None,,,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/MST_pairs/pair_49_w_yoga_studio2.jpg,51,0,51,51,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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69]",1,1,0.7620548999402672,0.11905860004480928,None,None,None,,,,,,,,,,,4,0,4,0,0,53,53,53,2039.460835600039,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2039.407143899938,2039.4071875000373,2039.4586458000122,2039.460835600039,2039.460835600039,2039.460835600039,2039.460835600039,2042.473715799977,2042.473715799977,2043.423803600017,1,1,0.7620548999402672,0.11905860004480928,None,2043.4238746999763,2043.423895200016,None,2043.423919599969,2043.4239367999835,None,,,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/unchosen_nsd_1000_images/unchosen_5738_cocoid_20291.png,54,0,54,54,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 69]",1,1,0.7513814000412822,0.17999789991881698,None,None,None,,,,,,,,,,,4,0,4,0,0,54,54,54,2043.4686328999233,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2043.4241049999837,2043.4241519999923,2043.4670039999764,2043.4686328999233,2043.4686328999233,2043.4686328999233,2043.4686328999233,2046.473829500028,2046.473829500028,2047.440391800017,1,1,0.7513814000412822,0.17999789991881698,None,2047.4404628999764,2047.4404837000184,None,2047.4405066999607,2047.4405238999752,None,,,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/MST_pairs/pair_15_19_0.png,55,0,55,55,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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69]",None,0,,,None,None,None,,,,,,,,,,,4,0,4,0,0,56,56,56,2051.4739366000285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2051.4575488999253,2051.4576027999865,2051.4657600999344,2051.4739366000285,2051.4739366000285,2051.4739366000285,2051.4739366000285,2054.4737117999466,2054.4737117999466,2055.457172799972,None,0,,,None,2055.457234099973,2055.4572539000073,None,2055.457278399961,2055.4572947999695,None,2055.4915695999516,2055.4915695999516,,,,,,,,,,,5,3,0,0,2025-02-27_13h06.15.843,rtmindeye,2024.2.4,59.940610837156555,2025-02-27 13h20.25.335128 -0500 +all_stimuli/MST_pairs/pair_44_w_log_cabin2.jpg,57,0,57,57,0,,,,,,,,0,0,4,3,1,"[9, 21, 31, 45, 56, 68, 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b/csv/sub-006_ses-01.csv new file mode 100644 index 0000000000000000000000000000000000000000..b7cfd55aa72246c57f27da19dc0c1ff15392a6bd --- /dev/null +++ b/csv/sub-006_ses-01.csv @@ -0,0 +1,369 @@ 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69]",,,,,,,,,,,,,,,,,,,,,,0,69,69,69,1630.262750200025,,,,,,,,,,,,,,,,,,,,,,1630.2466952000104,1630.2467336000118,1630.2512582000054,1630.262750200025,1630.262750200025,1630.262750200025,1630.262750200025,1633.262706599984,1633.262706599984,1634.2461514000024,None,0,,,None,1634.250424800004,1637.6793117000198,1,1637.6793696999957,,,1634.2626058000315,1634.2626058000315,1634.2626058000315,1634.2626058000315,3.415126000007149,None,1637.6962195000087,1637.6962195000087,,,,,,,,,,,,,, diff --git a/generative_models/CODEOWNERS b/generative_models/CODEOWNERS new file mode 100644 index 0000000000000000000000000000000000000000..ae8a7a268ba3c7622545b570bfce221c5aa921c4 --- /dev/null +++ b/generative_models/CODEOWNERS @@ -0,0 +1 @@ +.github @Stability-AI/infrastructure \ No newline at end of file diff --git a/generative_models/LICENSE-CODE b/generative_models/LICENSE-CODE new file mode 100644 index 0000000000000000000000000000000000000000..8855a41d3f4238ee6939af58b8fc278e108b9af7 --- /dev/null +++ b/generative_models/LICENSE-CODE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2023 Stability AI + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/generative_models/README.md b/generative_models/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b4cb6587ad5f8b880b4fa9583b8c39572b466208 --- /dev/null +++ b/generative_models/README.md @@ -0,0 +1,304 @@ +# Generative Models by Stability AI + +![sample1](assets/000.jpg) + +## News +**November 30, 2023** +- Following the launch of SDXL-Turbo, we are releasing [SD-Turbo](https://huggingface.co/stabilityai/sd-turbo). + +**November 28, 2023** +- We are releasing SDXL-Turbo, a lightning fast text-to image model. + Alongside the model, we release a [technical report](https://stability.ai/research/adversarial-diffusion-distillation) + - Usage: + - Follow the installation instructions or update the existing environment with `pip install streamlit-keyup`. + - Download the [weights](https://huggingface.co/stabilityai/sdxl-turbo) and place them in the `checkpoints/` directory. + - Run `streamlit run scripts/demo/turbo.py`. + + ![tile](assets/turbo_tile.png) + + +**November 21, 2023** +- We are releasing Stable Video Diffusion, an image-to-video model, for research purposes: + - [SVD](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid): This model was trained to generate 14 + frames at resolution 576x1024 given a context frame of the same size. + We use the standard image encoder from SD 2.1, but replace the decoder with a temporally-aware `deflickering decoder`. + - [SVD-XT](https://huggingface.co/stabilityai/stable-video-diffusion-img2vid-xt): Same architecture as `SVD` but finetuned + for 25 frame generation. + - We provide a streamlit demo `scripts/demo/video_sampling.py` and a standalone python script `scripts/sampling/simple_video_sample.py` for inference of both models. + - Alongside the model, we release a [technical report](https://stability.ai/research/stable-video-diffusion-scaling-latent-video-diffusion-models-to-large-datasets). + + ![tile](assets/tile.gif) + +**July 26, 2023** + +- We are releasing two new open models with a + permissive [`CreativeML Open RAIL++-M` license](model_licenses/LICENSE-SDXL1.0) (see [Inference](#inference) for file + hashes): + - [SDXL-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0): An improved version + over `SDXL-base-0.9`. + - [SDXL-refiner-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0): An improved version + over `SDXL-refiner-0.9`. + +![sample2](assets/001_with_eval.png) + +**July 4, 2023** + +- A technical report on SDXL is now available [here](https://arxiv.org/abs/2307.01952). + +**June 22, 2023** + +- We are releasing two new diffusion models for research purposes: + - `SDXL-base-0.9`: The base model was trained on a variety of aspect ratios on images with resolution 1024^2. The + base model uses [OpenCLIP-ViT/G](https://github.com/mlfoundations/open_clip) + and [CLIP-ViT/L](https://github.com/openai/CLIP/tree/main) for text encoding whereas the refiner model only uses + the OpenCLIP model. + - `SDXL-refiner-0.9`: The refiner has been trained to denoise small noise levels of high quality data and as such is + not expected to work as a text-to-image model; instead, it should only be used as an image-to-image model. + +If you would like to access these models for your research, please apply using one of the following links: +[SDXL-0.9-Base model](https://huggingface.co/stabilityai/stable-diffusion-xl-base-0.9), +and [SDXL-0.9-Refiner](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-0.9). +This means that you can apply for any of the two links - and if you are granted - you can access both. +Please log in to your Hugging Face Account with your organization email to request access. +**We plan to do a full release soon (July).** + +## The codebase + +### General Philosophy + +Modularity is king. This repo implements a config-driven approach where we build and combine submodules by +calling `instantiate_from_config()` on objects defined in yaml configs. See `configs/` for many examples. + +### Changelog from the old `ldm` codebase + +For training, we use [PyTorch Lightning](https://lightning.ai/docs/pytorch/stable/), but it should be easy to use other +training wrappers around the base modules. The core diffusion model class (formerly `LatentDiffusion`, +now `DiffusionEngine`) has been cleaned up: + +- No more extensive subclassing! We now handle all types of conditioning inputs (vectors, sequences and spatial + conditionings, and all combinations thereof) in a single class: `GeneralConditioner`, + see `sgm/modules/encoders/modules.py`. +- We separate guiders (such as classifier-free guidance, see `sgm/modules/diffusionmodules/guiders.py`) from the + samplers (`sgm/modules/diffusionmodules/sampling.py`), and the samplers are independent of the model. +- We adopt the ["denoiser framework"](https://arxiv.org/abs/2206.00364) for both training and inference (most notable + change is probably now the option to train continuous time models): + * Discrete times models (denoisers) are simply a special case of continuous time models (denoisers); + see `sgm/modules/diffusionmodules/denoiser.py`. + * The following features are now independent: weighting of the diffusion loss + function (`sgm/modules/diffusionmodules/denoiser_weighting.py`), preconditioning of the + network (`sgm/modules/diffusionmodules/denoiser_scaling.py`), and sampling of noise levels during + training (`sgm/modules/diffusionmodules/sigma_sampling.py`). +- Autoencoding models have also been cleaned up. + +## Installation: + + + +#### 1. Clone the repo + +```shell +git clone https://github.com/Stability-AI/generative-models.git +cd generative-models +``` + +#### 2. Setting up the virtualenv + +This is assuming you have navigated to the `generative-models` root after cloning it. + +**NOTE:** This is tested under `python3.10`. For other python versions, you might encounter version conflicts. + +**PyTorch 2.0** + +```shell +# install required packages from pypi +python3 -m venv .pt2 +source .pt2/bin/activate +pip3 install -r requirements/pt2.txt +``` + +#### 3. Install `sgm` + +```shell +pip3 install . +``` + +#### 4. Install `sdata` for training + +```shell +pip3 install -e git+https://github.com/Stability-AI/datapipelines.git@main#egg=sdata +``` + +## Packaging + +This repository uses PEP 517 compliant packaging using [Hatch](https://hatch.pypa.io/latest/). + +To build a distributable wheel, install `hatch` and run `hatch build` +(specifying `-t wheel` will skip building a sdist, which is not necessary). + +``` +pip install hatch +hatch build -t wheel +``` + +You will find the built package in `dist/`. You can install the wheel with `pip install dist/*.whl`. + +Note that the package does **not** currently specify dependencies; you will need to install the required packages, +depending on your use case and PyTorch version, manually. + +## Inference + +We provide a [streamlit](https://streamlit.io/) demo for text-to-image and image-to-image sampling +in `scripts/demo/sampling.py`. +We provide file hashes for the complete file as well as for only the saved tensors in the file ( +see [Model Spec](https://github.com/Stability-AI/ModelSpec) for a script to evaluate that). +The following models are currently supported: + +- [SDXL-base-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) + ``` + File Hash (sha256): 31e35c80fc4829d14f90153f4c74cd59c90b779f6afe05a74cd6120b893f7e5b + Tensordata Hash (sha256): 0xd7a9105a900fd52748f20725fe52fe52b507fd36bee4fc107b1550a26e6ee1d7 + ``` +- [SDXL-refiner-1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0) + ``` + File Hash (sha256): 7440042bbdc8a24813002c09b6b69b64dc90fded4472613437b7f55f9b7d9c5f + Tensordata Hash (sha256): 0x1a77d21bebc4b4de78c474a90cb74dc0d2217caf4061971dbfa75ad406b75d81 + ``` +- [SDXL-base-0.9](https://huggingface.co/stabilityai/stable-diffusion-xl-base-0.9) +- [SDXL-refiner-0.9](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-0.9) +- [SD-2.1-512](https://huggingface.co/stabilityai/stable-diffusion-2-1-base/blob/main/v2-1_512-ema-pruned.safetensors) +- [SD-2.1-768](https://huggingface.co/stabilityai/stable-diffusion-2-1/blob/main/v2-1_768-ema-pruned.safetensors) + +**Weights for SDXL**: + +**SDXL-1.0:** +The weights of SDXL-1.0 are available (subject to +a [`CreativeML Open RAIL++-M` license](model_licenses/LICENSE-SDXL1.0)) here: + +- base model: https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0/ +- refiner model: https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-1.0/ + +**SDXL-0.9:** +The weights of SDXL-0.9 are available and subject to a [research license](model_licenses/LICENSE-SDXL0.9). +If you would like to access these models for your research, please apply using one of the following links: +[SDXL-base-0.9 model](https://huggingface.co/stabilityai/stable-diffusion-xl-base-0.9), +and [SDXL-refiner-0.9](https://huggingface.co/stabilityai/stable-diffusion-xl-refiner-0.9). +This means that you can apply for any of the two links - and if you are granted - you can access both. +Please log in to your Hugging Face Account with your organization email to request access. + +After obtaining the weights, place them into `checkpoints/`. +Next, start the demo using + +``` +streamlit run scripts/demo/sampling.py --server.port +``` + +### Invisible Watermark Detection + +Images generated with our code use the +[invisible-watermark](https://github.com/ShieldMnt/invisible-watermark/) +library to embed an invisible watermark into the model output. We also provide +a script to easily detect that watermark. Please note that this watermark is +not the same as in previous Stable Diffusion 1.x/2.x versions. + +To run the script you need to either have a working installation as above or +try an _experimental_ import using only a minimal amount of packages: + +```bash +python -m venv .detect +source .detect/bin/activate + +pip install "numpy>=1.17" "PyWavelets>=1.1.1" "opencv-python>=4.1.0.25" +pip install --no-deps invisible-watermark +``` + +To run the script you need to have a working installation as above. The script +is then useable in the following ways (don't forget to activate your +virtual environment beforehand, e.g. `source .pt1/bin/activate`): + +```bash +# test a single file +python scripts/demo/detect.py +# test multiple files at once +python scripts/demo/detect.py ... +# test all files in a specific folder +python scripts/demo/detect.py /* +``` + +## Training: + +We are providing example training configs in `configs/example_training`. To launch a training, run + +``` +python main.py --base configs/ configs/ +``` + +where configs are merged from left to right (later configs overwrite the same values). +This can be used to combine model, training and data configs. However, all of them can also be +defined in a single config. For example, to run a class-conditional pixel-based diffusion model training on MNIST, +run + +```bash +python main.py --base configs/example_training/toy/mnist_cond.yaml +``` + +**NOTE 1:** Using the non-toy-dataset +configs `configs/example_training/imagenet-f8_cond.yaml`, `configs/example_training/txt2img-clipl.yaml` +and `configs/example_training/txt2img-clipl-legacy-ucg-training.yaml` for training will require edits depending on the +used dataset (which is expected to stored in tar-file in +the [webdataset-format](https://github.com/webdataset/webdataset)). To find the parts which have to be adapted, search +for comments containing `USER:` in the respective config. + +**NOTE 2:** This repository supports both `pytorch1.13` and `pytorch2`for training generative models. However for +autoencoder training as e.g. in `configs/example_training/autoencoder/kl-f4/imagenet-attnfree-logvar.yaml`, +only `pytorch1.13` is supported. + +**NOTE 3:** Training latent generative models (as e.g. in `configs/example_training/imagenet-f8_cond.yaml`) requires +retrieving the checkpoint from [Hugging Face](https://huggingface.co/stabilityai/sdxl-vae/tree/main) and replacing +the `CKPT_PATH` placeholder in [this line](configs/example_training/imagenet-f8_cond.yaml#81). The same is to be done +for the provided text-to-image configs. + +### Building New Diffusion Models + +#### Conditioner + +The `GeneralConditioner` is configured through the `conditioner_config`. Its only attribute is `emb_models`, a list of +different embedders (all inherited from `AbstractEmbModel`) that are used to condition the generative model. +All embedders should define whether or not they are trainable (`is_trainable`, default `False`), a classifier-free +guidance dropout rate is used (`ucg_rate`, default `0`), and an input key (`input_key`), for example, `txt` for +text-conditioning or `cls` for class-conditioning. +When computing conditionings, the embedder will get `batch[input_key]` as input. +We currently support two to four dimensional conditionings and conditionings of different embedders are concatenated +appropriately. +Note that the order of the embedders in the `conditioner_config` is important. + +#### Network + +The neural network is set through the `network_config`. This used to be called `unet_config`, which is not general +enough as we plan to experiment with transformer-based diffusion backbones. + +#### Loss + +The loss is configured through `loss_config`. For standard diffusion model training, you will have to +set `sigma_sampler_config`. + +#### Sampler config + +As discussed above, the sampler is independent of the model. In the `sampler_config`, we set the type of numerical +solver, number of steps, type of discretization, as well as, for example, guidance wrappers for classifier-free +guidance. + +### Dataset Handling + +For large scale training we recommend using the data pipelines from +our [data pipelines](https://github.com/Stability-AI/datapipelines) project. The project is contained in the requirement +and automatically included when following the steps from the [Installation section](#installation). +Small map-style datasets should be defined here in the repository (e.g., MNIST, CIFAR-10, ...), and return a dict of +data keys/values, +e.g., + +```python +example = {"jpg": x, # this is a tensor -1...1 chw + "txt": "a beautiful image"} +``` + +where we expect images in -1...1, channel-first format. diff --git a/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-attnfree-logvar.yaml b/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-attnfree-logvar.yaml new file mode 100644 index 0000000000000000000000000000000000000000..731f55930fba00cb9de758c90eefbcd1afd59d47 --- /dev/null +++ b/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-attnfree-logvar.yaml @@ -0,0 +1,104 @@ +model: + base_learning_rate: 4.5e-6 + target: sgm.models.autoencoder.AutoencodingEngine + params: + input_key: jpg + monitor: val/rec_loss + + loss_config: + target: sgm.modules.autoencoding.losses.GeneralLPIPSWithDiscriminator + params: + perceptual_weight: 0.25 + disc_start: 20001 + disc_weight: 0.5 + learn_logvar: True + + regularization_weights: + kl_loss: 1.0 + + regularizer_config: + target: sgm.modules.autoencoding.regularizers.DiagonalGaussianRegularizer + + encoder_config: + target: sgm.modules.diffusionmodules.model.Encoder + params: + attn_type: none + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4] + num_res_blocks: 4 + attn_resolutions: [] + dropout: 0.0 + + decoder_config: + target: sgm.modules.diffusionmodules.model.Decoder + params: ${model.params.encoder_config.params} + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + - DATA-PATH + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 + + decoders: + - pil + + postprocessors: + - target: sdata.mappers.TorchVisionImageTransforms + params: + key: jpg + transforms: + - target: torchvision.transforms.Resize + params: + size: 256 + interpolation: 3 + - target: torchvision.transforms.ToTensor + - target: sdata.mappers.Rescaler + - target: sdata.mappers.AddOriginalImageSizeAsTupleAndCropToSquare + params: + h_key: height + w_key: width + + loader: + batch_size: 8 + num_workers: 4 + + +lightning: + strategy: + target: pytorch_lightning.strategies.DDPStrategy + params: + find_unused_parameters: True + + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 50000 + + image_logger: + target: main.ImageLogger + params: + enable_autocast: False + batch_frequency: 1000 + max_images: 8 + increase_log_steps: True + + trainer: + devices: 0, + limit_val_batches: 50 + benchmark: True + accumulate_grad_batches: 1 + val_check_interval: 10000 \ No newline at end of file diff --git a/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-kl_f8_8chn.yaml b/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-kl_f8_8chn.yaml new file mode 100644 index 0000000000000000000000000000000000000000..39c7c9df5da1c657d2ce72ac8b6269ae86185e91 --- /dev/null +++ b/generative_models/configs/example_training/autoencoder/kl-f4/imagenet-kl_f8_8chn.yaml @@ -0,0 +1,105 @@ +model: + base_learning_rate: 4.5e-6 + target: sgm.models.autoencoder.AutoencodingEngine + params: + input_key: jpg + monitor: val/loss/rec + disc_start_iter: 0 + + encoder_config: + target: sgm.modules.diffusionmodules.model.Encoder + params: + attn_type: vanilla-xformers + double_z: true + z_channels: 8 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + + decoder_config: + target: sgm.modules.diffusionmodules.model.Decoder + params: ${model.params.encoder_config.params} + + regularizer_config: + target: sgm.modules.autoencoding.regularizers.DiagonalGaussianRegularizer + + loss_config: + target: sgm.modules.autoencoding.losses.GeneralLPIPSWithDiscriminator + params: + perceptual_weight: 0.25 + disc_start: 20001 + disc_weight: 0.5 + learn_logvar: True + + regularization_weights: + kl_loss: 1.0 + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + - DATA-PATH + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 + + decoders: + - pil + + postprocessors: + - target: sdata.mappers.TorchVisionImageTransforms + params: + key: jpg + transforms: + - target: torchvision.transforms.Resize + params: + size: 256 + interpolation: 3 + - target: torchvision.transforms.ToTensor + - target: sdata.mappers.Rescaler + - target: sdata.mappers.AddOriginalImageSizeAsTupleAndCropToSquare + params: + h_key: height + w_key: width + + loader: + batch_size: 8 + num_workers: 4 + + +lightning: + strategy: + target: pytorch_lightning.strategies.DDPStrategy + params: + find_unused_parameters: True + + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 50000 + + image_logger: + target: main.ImageLogger + params: + enable_autocast: False + batch_frequency: 1000 + max_images: 8 + increase_log_steps: True + + trainer: + devices: 0, + limit_val_batches: 50 + benchmark: True + accumulate_grad_batches: 1 + val_check_interval: 10000 diff --git a/generative_models/configs/example_training/imagenet-f8_cond.yaml b/generative_models/configs/example_training/imagenet-f8_cond.yaml new file mode 100644 index 0000000000000000000000000000000000000000..23cded00a72e2883df1a4bf2b639a49cda763a8e --- /dev/null +++ b/generative_models/configs/example_training/imagenet-f8_cond.yaml @@ -0,0 +1,185 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + log_keys: + - cls + + scheduler_config: + target: sgm.lr_scheduler.LambdaLinearScheduler + params: + warm_up_steps: [10000] + cycle_lengths: [10000000000000] + f_start: [1.e-6] + f_max: [1.] + f_min: [1.] + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 256 + attention_resolutions: [1, 2, 4] + num_res_blocks: 2 + channel_mult: [1, 2, 4] + num_head_channels: 64 + num_classes: sequential + adm_in_channels: 1024 + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + add_sequence_dim: True + embed_dim: 1024 + n_classes: 1000 + + - is_trainable: False + ucg_rate: 0.2 + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: crop_coords_top_left + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + ckpt_path: CKPT_PATH + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EpsWeighting + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.DiscreteSampling + params: + num_idx: 1000 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 5.0 + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + # USER: adapt this path the root of your custom dataset + - DATA_PATH + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 # USER: you might wanna adapt depending on your available RAM + + decoders: + - pil + + postprocessors: + - target: sdata.mappers.TorchVisionImageTransforms + params: + key: jpg # USER: you might wanna adapt this for your custom dataset + transforms: + - target: torchvision.transforms.Resize + params: + size: 256 + interpolation: 3 + - target: torchvision.transforms.ToTensor + - target: sdata.mappers.Rescaler + + - target: sdata.mappers.AddOriginalImageSizeAsTupleAndCropToSquare + params: + h_key: height # USER: you might wanna adapt this for your custom dataset + w_key: width # USER: you might wanna adapt this for your custom dataset + + loader: + batch_size: 64 + num_workers: 6 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + enable_autocast: False + batch_frequency: 1000 + max_images: 8 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 8 + n_rows: 2 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 1000 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/cifar10_cond.yaml b/generative_models/configs/example_training/toy/cifar10_cond.yaml new file mode 100644 index 0000000000000000000000000000000000000000..fca9958464488a66ed2a54d57c59228215690606 --- /dev/null +++ b/generative_models/configs/example_training/toy/cifar10_cond.yaml @@ -0,0 +1,98 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + params: + sigma_data: 1.0 + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 3 + out_channels: 3 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + num_classes: sequential + adm_in_channels: 128 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + embed_dim: 128 + n_classes: 10 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + params: + sigma_data: 1.0 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 3.0 + +data: + target: sgm.data.cifar10.CIFAR10Loader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 64 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 64 + n_rows: 8 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 20 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/mnist.yaml b/generative_models/configs/example_training/toy/mnist.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a86d05ca1efa537b57646c3923c1f54ac0d6ccf4 --- /dev/null +++ b/generative_models/configs/example_training/toy/mnist.yaml @@ -0,0 +1,79 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + params: + sigma_data: 1.0 + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 1 + out_channels: 1 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + params: + sigma_data: 1.0 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + +data: + target: sgm.data.mnist.MNISTLoader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 64 + increase_log_steps: False + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 64 + n_rows: 8 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 10 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/mnist_cond.yaml b/generative_models/configs/example_training/toy/mnist_cond.yaml new file mode 100644 index 0000000000000000000000000000000000000000..8378acd7acd4c23039a659789b6e6ff5de1a1058 --- /dev/null +++ b/generative_models/configs/example_training/toy/mnist_cond.yaml @@ -0,0 +1,98 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + params: + sigma_data: 1.0 + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 1 + out_channels: 1 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + num_classes: sequential + adm_in_channels: 128 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + embed_dim: 128 + n_classes: 10 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + params: + sigma_data: 1.0 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 3.0 + +data: + target: sgm.data.mnist.MNISTLoader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 16 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 16 + n_rows: 4 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 20 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/mnist_cond_discrete_eps.yaml b/generative_models/configs/example_training/toy/mnist_cond_discrete_eps.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e58aae58dd108887d8d2ac06933a31f84ea61509 --- /dev/null +++ b/generative_models/configs/example_training/toy/mnist_cond_discrete_eps.yaml @@ -0,0 +1,103 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 1 + out_channels: 1 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + num_classes: sequential + adm_in_channels: 128 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + embed_dim: 128 + n_classes: 10 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.DiscreteSampling + params: + num_idx: 1000 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 5.0 + +data: + target: sgm.data.mnist.MNISTLoader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 16 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 16 + n_rows: 4 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 20 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/mnist_cond_l1_loss.yaml b/generative_models/configs/example_training/toy/mnist_cond_l1_loss.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ee2f780358b7fe100efa226ae20f6ac58b441632 --- /dev/null +++ b/generative_models/configs/example_training/toy/mnist_cond_l1_loss.yaml @@ -0,0 +1,99 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + params: + sigma_data: 1.0 + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 1 + out_channels: 1 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + num_classes: sequential + adm_in_channels: 128 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + embed_dim: 128 + n_classes: 10 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_type: l1 + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + params: + sigma_data: 1.0 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 3.0 + +data: + target: sgm.data.mnist.MNISTLoader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 64 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 64 + n_rows: 8 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 20 \ No newline at end of file diff --git a/generative_models/configs/example_training/toy/mnist_cond_with_ema.yaml b/generative_models/configs/example_training/toy/mnist_cond_with_ema.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c666e7143b7cb0a920d384f3f6294231b8bb1726 --- /dev/null +++ b/generative_models/configs/example_training/toy/mnist_cond_with_ema.yaml @@ -0,0 +1,100 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + use_ema: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EDMScaling + params: + sigma_data: 1.0 + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + in_channels: 1 + out_channels: 1 + model_channels: 32 + attention_resolutions: [] + num_res_blocks: 4 + channel_mult: [1, 2, 2] + num_head_channels: 32 + num_classes: sequential + adm_in_channels: 128 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: cls + ucg_rate: 0.2 + target: sgm.modules.encoders.modules.ClassEmbedder + params: + embed_dim: 128 + n_classes: 10 + + first_stage_config: + target: sgm.models.autoencoder.IdentityFirstStage + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EDMWeighting + params: + sigma_data: 1.0 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 3.0 + +data: + target: sgm.data.mnist.MNISTLoader + params: + batch_size: 512 + num_workers: 1 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + batch_frequency: 1000 + max_images: 64 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 64 + n_rows: 8 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 20 \ No newline at end of file diff --git a/generative_models/configs/example_training/txt2img-clipl-legacy-ucg-training.yaml b/generative_models/configs/example_training/txt2img-clipl-legacy-ucg-training.yaml new file mode 100644 index 0000000000000000000000000000000000000000..0f268c3295bd57888de3efc736d307903ee80a8f --- /dev/null +++ b/generative_models/configs/example_training/txt2img-clipl-legacy-ucg-training.yaml @@ -0,0 +1,182 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + log_keys: + - txt + + scheduler_config: + target: sgm.lr_scheduler.LambdaLinearScheduler + params: + warm_up_steps: [10000] + cycle_lengths: [10000000000000] + f_start: [1.e-6] + f_max: [1.] + f_min: [1.] + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [1, 2, 4] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + num_classes: sequential + adm_in_channels: 1792 + num_heads: 1 + transformer_depth: 1 + context_dim: 768 + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: txt + ucg_rate: 0.1 + legacy_ucg_value: "" + target: sgm.modules.encoders.modules.FrozenCLIPEmbedder + params: + always_return_pooled: True + + - is_trainable: False + ucg_rate: 0.1 + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: crop_coords_top_left + ucg_rate: 0.1 + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + ckpt_path: CKPT_PATH + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [ 1, 2, 4, 4 ] + num_res_blocks: 2 + attn_resolutions: [ ] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EpsWeighting + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.DiscreteSampling + params: + num_idx: 1000 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 7.5 + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + # USER: adapt this path the root of your custom dataset + - DATA_PATH + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 # USER: you might wanna adapt depending on your available RAM + + decoders: + - pil + + postprocessors: + - target: sdata.mappers.TorchVisionImageTransforms + params: + key: jpg # USER: you might wanna adapt this for your custom dataset + transforms: + - target: torchvision.transforms.Resize + params: + size: 256 + interpolation: 3 + - target: torchvision.transforms.ToTensor + - target: sdata.mappers.Rescaler + - target: sdata.mappers.AddOriginalImageSizeAsTupleAndCropToSquare + # USER: you might wanna use non-default parameters due to your custom dataset + + loader: + batch_size: 64 + num_workers: 6 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + enable_autocast: False + batch_frequency: 1000 + max_images: 8 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 8 + n_rows: 2 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 1000 \ No newline at end of file diff --git a/generative_models/configs/example_training/txt2img-clipl.yaml b/generative_models/configs/example_training/txt2img-clipl.yaml new file mode 100644 index 0000000000000000000000000000000000000000..cb66ede901b1aa1acb18d162b88912a2e6eab0ce --- /dev/null +++ b/generative_models/configs/example_training/txt2img-clipl.yaml @@ -0,0 +1,184 @@ +model: + base_learning_rate: 1.0e-4 + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + log_keys: + - txt + + scheduler_config: + target: sgm.lr_scheduler.LambdaLinearScheduler + params: + warm_up_steps: [10000] + cycle_lengths: [10000000000000] + f_start: [1.e-6] + f_max: [1.] + f_min: [1.] + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [1, 2, 4] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + num_classes: sequential + adm_in_channels: 1792 + num_heads: 1 + transformer_depth: 1 + context_dim: 768 + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: True + input_key: txt + ucg_rate: 0.1 + legacy_ucg_value: "" + target: sgm.modules.encoders.modules.FrozenCLIPEmbedder + params: + always_return_pooled: True + + - is_trainable: False + ucg_rate: 0.1 + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: crop_coords_top_left + ucg_rate: 0.1 + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + ckpt_path: CKPT_PATH + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EpsWeighting + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.DiscreteSampling + params: + num_idx: 1000 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 7.5 + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + # USER: adapt this path the root of your custom dataset + - DATA_PATH + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 + + + decoders: + - pil + + postprocessors: + - target: sdata.mappers.TorchVisionImageTransforms + params: + key: jpg # USER: you might wanna adapt this for your custom dataset + transforms: + - target: torchvision.transforms.Resize + params: + size: 256 + interpolation: 3 + - target: torchvision.transforms.ToTensor + - target: sdata.mappers.Rescaler + # USER: you might wanna use non-default parameters due to your custom dataset + - target: sdata.mappers.AddOriginalImageSizeAsTupleAndCropToSquare + # USER: you might wanna use non-default parameters due to your custom dataset + + loader: + batch_size: 64 + num_workers: 6 + +lightning: + modelcheckpoint: + params: + every_n_train_steps: 5000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 25000 + + image_logger: + target: main.ImageLogger + params: + disabled: False + enable_autocast: False + batch_frequency: 1000 + max_images: 8 + increase_log_steps: True + log_first_step: False + log_images_kwargs: + use_ema_scope: False + N: 8 + n_rows: 2 + + trainer: + devices: 0, + benchmark: True + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 1000 \ No newline at end of file diff --git a/generative_models/configs/inference/sd_2_1.yaml b/generative_models/configs/inference/sd_2_1.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6531c6c49fab2d5d9f21c75e53b0370cb8dad8dc --- /dev/null +++ b/generative_models/configs/inference/sd_2_1.yaml @@ -0,0 +1,60 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: txt + target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder + params: + freeze: true + layer: penultimate + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity \ No newline at end of file diff --git a/generative_models/configs/inference/sd_2_1_768.yaml b/generative_models/configs/inference/sd_2_1_768.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e2f9910a192745781edb2a8505fae1d3e1916f87 --- /dev/null +++ b/generative_models/configs/inference/sd_2_1_768.yaml @@ -0,0 +1,60 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: txt + target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder + params: + freeze: true + layer: penultimate + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity \ No newline at end of file diff --git a/generative_models/configs/inference/sd_xl_base.yaml b/generative_models/configs/inference/sd_xl_base.yaml new file mode 100644 index 0000000000000000000000000000000000000000..6047379753a05224bb5b3f6746130fb7fb9f40aa --- /dev/null +++ b/generative_models/configs/inference/sd_xl_base.yaml @@ -0,0 +1,93 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + adm_in_channels: 2816 + num_classes: sequential + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2] + num_res_blocks: 2 + channel_mult: [1, 2, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: [1, 2, 10] + context_dim: 2048 + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: txt + target: sgm.modules.encoders.modules.FrozenCLIPEmbedder + params: + layer: hidden + layer_idx: 11 + + - is_trainable: False + input_key: txt + target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder2 + params: + arch: ViT-bigG-14 + version: laion2b_s39b_b160k + freeze: True + layer: penultimate + always_return_pooled: True + legacy: False + + - is_trainable: False + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: crop_coords_top_left + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: target_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity diff --git a/generative_models/configs/inference/sd_xl_refiner.yaml b/generative_models/configs/inference/sd_xl_refiner.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2d5ab44e748c55f5f2e34ae5aefdb78a921a8d3f --- /dev/null +++ b/generative_models/configs/inference/sd_xl_refiner.yaml @@ -0,0 +1,86 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + adm_in_channels: 2560 + num_classes: sequential + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 384 + attention_resolutions: [4, 2] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 4 + context_dim: [1280, 1280, 1280, 1280] + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: txt + target: sgm.modules.encoders.modules.FrozenOpenCLIPEmbedder2 + params: + arch: ViT-bigG-14 + version: laion2b_s39b_b160k + legacy: False + freeze: True + layer: penultimate + always_return_pooled: True + + - is_trainable: False + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: crop_coords_top_left + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - is_trainable: False + input_key: aesthetic_score + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity diff --git a/generative_models/configs/inference/svd.yaml b/generative_models/configs/inference/svd.yaml new file mode 100644 index 0000000000000000000000000000000000000000..2a0819ea77f1ed95dfedb2ab6ccdded4e6414e43 --- /dev/null +++ b/generative_models/configs/inference/svd.yaml @@ -0,0 +1,131 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencodingEngine + params: + loss_config: + target: torch.nn.Identity + regularizer_config: + target: sgm.modules.autoencoding.regularizers.DiagonalGaussianRegularizer + encoder_config: + target: sgm.modules.diffusionmodules.model.Encoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + decoder_config: + target: sgm.modules.autoencoding.temporal_ae.VideoDecoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + video_kernel_size: [3, 1, 1] \ No newline at end of file diff --git a/generative_models/configs/inference/svd_image_decoder.yaml b/generative_models/configs/inference/svd_image_decoder.yaml new file mode 100644 index 0000000000000000000000000000000000000000..bb09177ad77a8154c20fcbb2e2fdfc0ac9b6c491 --- /dev/null +++ b/generative_models/configs/inference/svd_image_decoder.yaml @@ -0,0 +1,114 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity \ No newline at end of file diff --git a/generative_models/configs/unclip6.yaml b/generative_models/configs/unclip6.yaml new file mode 100644 index 0000000000000000000000000000000000000000..eb1735231c7b4c3815304652b81248611370297e --- /dev/null +++ b/generative_models/configs/unclip6.yaml @@ -0,0 +1,220 @@ +model: + base_learning_rate: 1.0e-5 + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.13025 + disable_first_stage_autocast: True + no_cond_log: True + + ckpt_config: + target: sgm.modules.checkpoint.CheckpointEngine + params: + ckpt_path: checkpoints/sd_xl_base_1.0.safetensors + pre_adapters: + - target: sgm.modules.checkpoint.Finetuner + params: + keys: + - model\.diffusion_model\.(input_blocks|middle_block|output_blocks)(\.[0-9])?\.[0-9]\.transformer_blocks\.[0-9]\.attn2\.(to_k|to_v)\.weight + - target: sgm.modules.checkpoint.Pruner + params: + keys: + - model\.diffusion_model\.label_emb\.0\.0\.weight + slices: + - ":, :1024" + print_sd_keys: False + print_model: False + + scheduler_config: + target: sgm.lr_scheduler.LambdaLinearScheduler + params: + warm_up_steps: [ 1000 ] + cycle_lengths: [ 10000000000000 ] + f_start: [ 1.e-6 ] + f_max: [ 1. ] + f_min: [ 1. ] + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.DiscreteDenoiser + params: + num_idx: 1000 + + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.EpsScaling + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + network_config: + target: sgm.modules.diffusionmodules.openaimodel.UNetModel + params: + adm_in_channels: 1024 #2816 + num_classes: sequential + use_checkpoint: True + in_channels: 4 + out_channels: 4 + model_channels: 320 + attention_resolutions: [ 4, 2 ] + num_res_blocks: 2 + channel_mult: [ 1, 2, 4 ] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: [ 1, 2, 10 ] # note: the first is unused (due to attn_res starting at 2) 32, 16, 8 --> 64, 32, 16 + context_dim: 1664 #1280 + spatial_transformer_attn_type: softmax-xformers + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + # cross atn + - is_trainable: False + input_key: jpg + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + arch: ViT-bigG-14 + version: laion2b_s39b_b160k + freeze: True + repeat_to_max_len: False + output_tokens: True + only_tokens: True + # vector cond + - is_trainable: False + input_key: original_size_as_tuple + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 # multiplied by two + # vector cond + - is_trainable: False + input_key: crop_coords_top_left + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 # multiplied by two + # # vector cond + # - is_trainable: False + # input_key: target_size_as_tuple + # target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + # params: + # outdim: 256 # multiplied by two + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKLInferenceWrapper + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: true + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [ 1, 2, 4, 4 ] + num_res_blocks: 2 + attn_resolutions: [ ] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + loss_fn_config: + target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss + params: + offset_noise_level: 0.04 + sigma_sampler_config: + target: sgm.modules.diffusionmodules.sigma_sampling.DiscreteSampling + params: + num_idx: 1000 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + loss_weighting_config: + target: sgm.modules.diffusionmodules.loss_weighting.EpsWeighting + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + num_steps: 50 + + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization + + guider_config: + target: sgm.modules.diffusionmodules.guiders.VanillaCFG + params: + scale: 5.0 + +data: + target: sgm.data.dataset.StableDataModuleFromConfig + params: + train: + datapipeline: + urls: + - s3://stability-west/sddatasets/laiocosplitv1c/ + pipeline_config: + shardshuffle: 10000 + sample_shuffle: 10000 + + preprocessors: + - target: sdata.filters.SimpleKeyFilter + params: + keys: [txt, jpg] + - target: sdata.filters.AttributeFilter + params: + filter_dict: + SSCD_65: False + is_spawning: True + is_getty: True + + decoders: + - pil + + loader: + batch_size: 1 + num_workers: 4 + batched_transforms: + - target: sdata.mappers.MultiAspectCacher + params: + batch_size: 16 + debug: False + crop_coords_key: crop_coords_top_left + target_size_key: target_size_as_tuple + original_size_key: original_size_as_tuple + max_pixels: 262144 + + +lightning: + strategy: + target: pytorch_lightning.strategies.DDPStrategy + + modelcheckpoint: + params: + every_n_train_steps: 100000 + + callbacks: + metrics_over_trainsteps_checkpoint: + params: + every_n_train_steps: 5000 + + image_logger: + target: sgm.modules.loggers.train_logging.SampleLogger + params: + disabled: False + enable_autocast: True + batch_frequency: 2000 + max_images: 4 + increase_log_steps: True + log_first_step: False + log_before_first_step: True + log_images_kwargs: + N: 4 + num_steps: + - 50 + ucg_keys: [ ] + + trainer: + devices: 0, + benchmark: False + num_sanity_val_steps: 0 + accumulate_grad_batches: 1 + max_epochs: 1000 + precision: 16 diff --git a/generative_models/model_licenses/LICENCE-SD-Turbo b/generative_models/model_licenses/LICENCE-SD-Turbo new file mode 100644 index 0000000000000000000000000000000000000000..36b087b2c24ff6d398be6fe60efe026033be2793 --- /dev/null +++ b/generative_models/model_licenses/LICENCE-SD-Turbo @@ -0,0 +1,58 @@ +STABILITY AI NON-COMMERCIAL RESEARCH COMMUNITY LICENSE AGREEMENT +Dated: November 28, 2023 + + +By using or distributing any portion or element of the Models, Software, Software Products or Derivative Works, you agree to be bound by this Agreement. + + +"Agreement" means this Stable Non-Commercial Research Community License Agreement. + + +“AUP” means the Stability AI Acceptable Use Policy available at https://stability.ai/use-policy, as may be updated from time to time. + + +"Derivative Work(s)” means (a) any derivative work of the Software Products as recognized by U.S. copyright laws and (b) any modifications to a Model, and any other model created which is based on or derived from the Model or the Model’s output. 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No change or addition to any provision of this License will be binding unless it is in writing and signed by an authorized representative of both you and Stability AI. \ No newline at end of file diff --git a/generative_models/model_licenses/LICENSE-SDXL1.0 b/generative_models/model_licenses/LICENSE-SDXL1.0 new file mode 100644 index 0000000000000000000000000000000000000000..741e30e1d609b6c864c5d86f8f827e7a4e82ac82 --- /dev/null +++ b/generative_models/model_licenses/LICENSE-SDXL1.0 @@ -0,0 +1,175 @@ +Copyright (c) 2023 Stability AI CreativeML Open RAIL++-M License dated July 26, 2023 + +Section I: PREAMBLE Multimodal generative models are being widely adopted and used, and +have the potential to transform the way artists, among other individuals, conceive and +benefit from AI or ML technologies as a tool for content creation. 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assertions made in documents, indiscriminate and +arbitrarily-targeted use). diff --git a/generative_models/pyproject.toml b/generative_models/pyproject.toml new file mode 100644 index 0000000000000000000000000000000000000000..2cc5021682b58914f28e686eb8d2904a4f3e636e --- /dev/null +++ b/generative_models/pyproject.toml @@ -0,0 +1,48 @@ +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[project] +name = "sgm" +dynamic = ["version"] +description = "Stability Generative Models" +readme = "README.md" +license-files = { paths = ["LICENSE-CODE"] } +requires-python = ">=3.8" + +[project.urls] +Homepage = "https://github.com/Stability-AI/generative-models" + +[tool.hatch.version] +path = "sgm/__init__.py" + +[tool.hatch.build] +# This needs to be explicitly set so the configuration files +# grafted into the `sgm` directory get included in the wheel's +# RECORD file. +include = [ + "sgm", +] +# The force-include configurations below make Hatch copy +# the configs/ directory (containing the various YAML files required +# to generatively model) into the source distribution and the wheel. + +[tool.hatch.build.targets.sdist.force-include] +"./configs" = "sgm/configs" + +[tool.hatch.build.targets.wheel.force-include] +"./configs" = "sgm/configs" + +[tool.hatch.envs.ci] +skip-install = false + +dependencies = [ + "pytest" +] + +[tool.hatch.envs.ci.scripts] +test-inference = [ + "pip install torch==2.0.1+cu118 torchvision==0.15.2+cu118 torchaudio==2.0.2+cu118 --index-url https://download.pytorch.org/whl/cu118", + "pip install -r requirements/pt2.txt", + "pytest -v tests/inference/test_inference.py {args}", +] diff --git a/generative_models/pytest.ini b/generative_models/pytest.ini new file mode 100644 index 0000000000000000000000000000000000000000..d79bd9b2efec0bcf3d4594b6261ca6bfc68b170c --- /dev/null +++ b/generative_models/pytest.ini @@ -0,0 +1,3 @@ +[pytest] +markers = + inference: mark as inference test (deselect with '-m "not inference"') \ No newline at end of file diff --git a/generative_models/requirements/pt2.txt b/generative_models/requirements/pt2.txt new file mode 100644 index 0000000000000000000000000000000000000000..43fd6265227e66c44f5ac29b9c781508eee01561 --- /dev/null +++ b/generative_models/requirements/pt2.txt @@ -0,0 +1,40 @@ +black==23.7.0 +chardet==5.1.0 +clip @ git+https://github.com/openai/CLIP.git +einops>=0.6.1 +fairscale>=0.4.13 +fire>=0.5.0 +fsspec>=2023.6.0 +invisible-watermark>=0.2.0 +kornia==0.6.9 +matplotlib>=3.7.2 +natsort>=8.4.0 +ninja>=1.11.1 +numpy>=1.24.4 +omegaconf>=2.3.0 +open-clip-torch>=2.20.0 +opencv-python==4.6.0.66 +pandas>=2.0.3 +pillow>=9.5.0 +pudb>=2022.1.3 +pytorch-lightning==2.0.1 +pyyaml>=6.0.1 +scipy>=1.10.1 +streamlit>=0.73.1 +tensorboardx==2.6 +timm>=0.9.2 +tokenizers==0.12.1 +torch>=2.0.1 +torchaudio>=2.0.2 +torchdata==0.6.1 +torchmetrics>=1.0.1 +torchvision>=0.15.2 +tqdm>=4.65.0 +transformers==4.19.1 +triton==2.0.0 +urllib3<1.27,>=1.25.4 +wandb>=0.15.6 +webdataset>=0.2.33 +wheel>=0.41.0 +xformers>=0.0.20 +streamlit-keyup==0.2.0 diff --git a/generative_models/scripts/__init__.py b/generative_models/scripts/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/scripts/demo/__init__.py b/generative_models/scripts/demo/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/scripts/demo/detect.py b/generative_models/scripts/demo/detect.py new file mode 100644 index 0000000000000000000000000000000000000000..96e9f212b868e60602b0b1880a0f3d7c66e16703 --- /dev/null +++ b/generative_models/scripts/demo/detect.py @@ -0,0 +1,156 @@ +import argparse + +import cv2 +import numpy as np + +try: + from imwatermark import WatermarkDecoder +except ImportError as e: + try: + # Assume some of the other dependencies such as torch are not fulfilled + # import file without loading unnecessary libraries. + import importlib.util + import sys + + spec = importlib.util.find_spec("imwatermark.maxDct") + assert spec is not None + maxDct = importlib.util.module_from_spec(spec) + sys.modules["maxDct"] = maxDct + spec.loader.exec_module(maxDct) + + class WatermarkDecoder(object): + """A minimal version of + https://github.com/ShieldMnt/invisible-watermark/blob/main/imwatermark/watermark.py + to only reconstruct bits using dwtDct""" + + def __init__(self, wm_type="bytes", length=0): + assert wm_type == "bits", "Only bits defined in minimal import" + self._wmType = wm_type + self._wmLen = length + + def reconstruct(self, bits): + if len(bits) != self._wmLen: + raise RuntimeError("bits are not matched with watermark length") + + return bits + + def decode(self, cv2Image, method="dwtDct", **configs): + (r, c, channels) = cv2Image.shape + if r * c < 256 * 256: + raise RuntimeError("image too small, should be larger than 256x256") + + bits = [] + assert method == "dwtDct" + embed = maxDct.EmbedMaxDct(watermarks=[], wmLen=self._wmLen, **configs) + bits = embed.decode(cv2Image) + return self.reconstruct(bits) + + except: + raise e + + +# A fixed 48-bit message that was choosen at random +# WATERMARK_MESSAGE = 0xB3EC907BB19E +WATERMARK_MESSAGE = 0b101100111110110010010000011110111011000110011110 +# bin(x)[2:] gives bits of x as str, use int to convert them to 0/1 +WATERMARK_BITS = [int(bit) for bit in bin(WATERMARK_MESSAGE)[2:]] +MATCH_VALUES = [ + [27, "No watermark detected"], + [33, "Partial watermark match. Cannot determine with certainty."], + [ + 35, + ( + "Likely watermarked. In our test 0.02% of real images were " + 'falsely detected as "Likely watermarked"' + ), + ], + [ + 49, + ( + "Very likely watermarked. In our test no real images were " + 'falsely detected as "Very likely watermarked"' + ), + ], +] + + +class GetWatermarkMatch: + def __init__(self, watermark): + self.watermark = watermark + self.num_bits = len(self.watermark) + self.decoder = WatermarkDecoder("bits", self.num_bits) + + def __call__(self, x: np.ndarray) -> np.ndarray: + """ + Detects the number of matching bits the predefined watermark with one + or multiple images. Images should be in cv2 format, e.g. h x w x c BGR. + + Args: + x: ([B], h w, c) in range [0, 255] + + Returns: + number of matched bits ([B],) + """ + squeeze = len(x.shape) == 3 + if squeeze: + x = x[None, ...] + + bs = x.shape[0] + detected = np.empty((bs, self.num_bits), dtype=bool) + for k in range(bs): + detected[k] = self.decoder.decode(x[k], "dwtDct") + result = np.sum(detected == self.watermark, axis=-1) + if squeeze: + return result[0] + else: + return result + + +get_watermark_match = GetWatermarkMatch(WATERMARK_BITS) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument( + "filename", + nargs="+", + type=str, + help="Image files to check for watermarks", + ) + opts = parser.parse_args() + + print( + """ + This script tries to detect watermarked images. Please be aware of + the following: + - As the watermark is supposed to be invisible, there is the risk that + watermarked images may not be detected. + - To maximize the chance of detection make sure that the image has the same + dimensions as when the watermark was applied (most likely 1024x1024 + or 512x512). + - Specific image manipulation may drastically decrease the chance that + watermarks can be detected. + - There is also the chance that an image has the characteristics of the + watermark by chance. + - The watermark script is public, anybody may watermark any images, and + could therefore claim it to be generated. + - All numbers below are based on a test using 10,000 images without any + modifications after applying the watermark. + """ + ) + + for fn in opts.filename: + image = cv2.imread(fn) + if image is None: + print(f"Couldn't read {fn}. Skipping") + continue + + num_bits = get_watermark_match(image) + k = 0 + while num_bits > MATCH_VALUES[k][0]: + k += 1 + print( + f"{fn}: {MATCH_VALUES[k][1]}", + f"Bits that matched the watermark {num_bits} from {len(WATERMARK_BITS)}\n", + sep="\n\t", + ) diff --git a/generative_models/scripts/demo/discretization.py b/generative_models/scripts/demo/discretization.py new file mode 100644 index 0000000000000000000000000000000000000000..b7030a229692e25ddf8d2f516aef2aba0e6149b9 --- /dev/null +++ b/generative_models/scripts/demo/discretization.py @@ -0,0 +1,59 @@ +import torch + +from sgm.modules.diffusionmodules.discretizer import Discretization + + +class Img2ImgDiscretizationWrapper: + """ + wraps a discretizer, and prunes the sigmas + params: + strength: float between 0.0 and 1.0. 1.0 means full sampling (all sigmas are returned) + """ + + def __init__(self, discretization: Discretization, strength: float = 1.0): + self.discretization = discretization + self.strength = strength + assert 0.0 <= self.strength <= 1.0 + + def __call__(self, *args, **kwargs): + # sigmas start large first, and decrease then + sigmas = self.discretization(*args, **kwargs) + print(f"sigmas after discretization, before pruning img2img: ", sigmas) + sigmas = torch.flip(sigmas, (0,)) + sigmas = sigmas[: max(int(self.strength * len(sigmas)), 1)] + print("prune index:", max(int(self.strength * len(sigmas)), 1)) + sigmas = torch.flip(sigmas, (0,)) + print(f"sigmas after pruning: ", sigmas) + return sigmas + + +class Txt2NoisyDiscretizationWrapper: + """ + wraps a discretizer, and prunes the sigmas + params: + strength: float between 0.0 and 1.0. 0.0 means full sampling (all sigmas are returned) + """ + + def __init__( + self, discretization: Discretization, strength: float = 0.0, original_steps=None + ): + self.discretization = discretization + self.strength = strength + self.original_steps = original_steps + assert 0.0 <= self.strength <= 1.0 + + def __call__(self, *args, **kwargs): + # sigmas start large first, and decrease then + sigmas = self.discretization(*args, **kwargs) + print(f"sigmas after discretization, before pruning img2img: ", sigmas) + sigmas = torch.flip(sigmas, (0,)) + if self.original_steps is None: + steps = len(sigmas) + else: + steps = self.original_steps + 1 + prune_index = max(min(int(self.strength * steps) - 1, steps - 1), 0) + sigmas = sigmas[prune_index:] + print("prune index:", prune_index) + sigmas = torch.flip(sigmas, (0,)) + print(f"sigmas after pruning: ", sigmas) + return sigmas diff --git a/generative_models/scripts/demo/sampling.py b/generative_models/scripts/demo/sampling.py new file mode 100644 index 0000000000000000000000000000000000000000..46c20048176aeb0db96114f95d760091a46d49cd --- /dev/null +++ b/generative_models/scripts/demo/sampling.py @@ -0,0 +1,364 @@ +from pytorch_lightning import seed_everything + +from scripts.demo.streamlit_helpers import * + +SAVE_PATH = "outputs/demo/txt2img/" + +SD_XL_BASE_RATIOS = { + "0.5": (704, 1408), + "0.52": (704, 1344), + "0.57": (768, 1344), + "0.6": (768, 1280), + "0.68": (832, 1216), + "0.72": (832, 1152), + "0.78": (896, 1152), + "0.82": (896, 1088), + "0.88": (960, 1088), + "0.94": (960, 1024), + "1.0": (1024, 1024), + "1.07": (1024, 960), + "1.13": (1088, 960), + "1.21": (1088, 896), + "1.29": (1152, 896), + "1.38": (1152, 832), + "1.46": (1216, 832), + "1.67": (1280, 768), + "1.75": (1344, 768), + "1.91": (1344, 704), + "2.0": (1408, 704), + "2.09": (1472, 704), + "2.4": (1536, 640), + "2.5": (1600, 640), + "2.89": (1664, 576), + "3.0": (1728, 576), +} + +VERSION2SPECS = { + "SDXL-base-1.0": { + "H": 1024, + "W": 1024, + "C": 4, + "f": 8, + "is_legacy": False, + "config": "configs/inference/sd_xl_base.yaml", + "ckpt": "checkpoints/sd_xl_base_1.0.safetensors", + }, + "SDXL-base-0.9": { + "H": 1024, + "W": 1024, + "C": 4, + "f": 8, + "is_legacy": False, + "config": "configs/inference/sd_xl_base.yaml", + "ckpt": "checkpoints/sd_xl_base_0.9.safetensors", + }, + "SD-2.1": { + "H": 512, + "W": 512, + "C": 4, + "f": 8, + "is_legacy": True, + "config": "configs/inference/sd_2_1.yaml", + "ckpt": "checkpoints/v2-1_512-ema-pruned.safetensors", + }, + "SD-2.1-768": { + "H": 768, + "W": 768, + "C": 4, + "f": 8, + "is_legacy": True, + "config": "configs/inference/sd_2_1_768.yaml", + "ckpt": "checkpoints/v2-1_768-ema-pruned.safetensors", + }, + "SDXL-refiner-0.9": { + "H": 1024, + "W": 1024, + "C": 4, + "f": 8, + "is_legacy": True, + "config": "configs/inference/sd_xl_refiner.yaml", + "ckpt": "checkpoints/sd_xl_refiner_0.9.safetensors", + }, + "SDXL-refiner-1.0": { + "H": 1024, + "W": 1024, + "C": 4, + "f": 8, + "is_legacy": True, + "config": "configs/inference/sd_xl_refiner.yaml", + "ckpt": "checkpoints/sd_xl_refiner_1.0.safetensors", + }, +} + + +def load_img(display=True, key=None, device="cuda"): + image = get_interactive_image(key=key) + if image is None: + return None + if display: + st.image(image) + w, h = image.size + print(f"loaded input image of size ({w}, {h})") + width, height = map( + lambda x: x - x % 64, (w, h) + ) # resize to integer multiple of 64 + image = image.resize((width, height)) + image = np.array(image.convert("RGB")) + image = image[None].transpose(0, 3, 1, 2) + image = torch.from_numpy(image).to(dtype=torch.float32) / 127.5 - 1.0 + return image.to(device) + + +def run_txt2img( + state, + version, + version_dict, + is_legacy=False, + return_latents=False, + filter=None, + stage2strength=None, +): + if version.startswith("SDXL-base"): + W, H = st.selectbox("Resolution:", list(SD_XL_BASE_RATIOS.values()), 10) + else: + H = st.number_input("H", value=version_dict["H"], min_value=64, max_value=2048) + W = st.number_input("W", value=version_dict["W"], min_value=64, max_value=2048) + C = version_dict["C"] + F = version_dict["f"] + + init_dict = { + "orig_width": W, + "orig_height": H, + "target_width": W, + "target_height": H, + } + value_dict = init_embedder_options( + get_unique_embedder_keys_from_conditioner(state["model"].conditioner), + init_dict, + prompt=prompt, + negative_prompt=negative_prompt, + ) + sampler, num_rows, num_cols = init_sampling(stage2strength=stage2strength) + num_samples = num_rows * num_cols + + if st.button("Sample"): + st.write(f"**Model I:** {version}") + out = do_sample( + state["model"], + sampler, + value_dict, + num_samples, + H, + W, + C, + F, + force_uc_zero_embeddings=["txt"] if not is_legacy else [], + return_latents=return_latents, + filter=filter, + ) + return out + + +def run_img2img( + state, + version_dict, + is_legacy=False, + return_latents=False, + filter=None, + stage2strength=None, +): + img = load_img() + if img is None: + return None + H, W = img.shape[2], img.shape[3] + + init_dict = { + "orig_width": W, + "orig_height": H, + "target_width": W, + "target_height": H, + } + value_dict = init_embedder_options( + get_unique_embedder_keys_from_conditioner(state["model"].conditioner), + init_dict, + prompt=prompt, + negative_prompt=negative_prompt, + ) + strength = st.number_input( + "**Img2Img Strength**", value=0.75, min_value=0.0, max_value=1.0 + ) + sampler, num_rows, num_cols = init_sampling( + img2img_strength=strength, + stage2strength=stage2strength, + ) + num_samples = num_rows * num_cols + + if st.button("Sample"): + out = do_img2img( + repeat(img, "1 ... -> n ...", n=num_samples), + state["model"], + sampler, + value_dict, + num_samples, + force_uc_zero_embeddings=["txt"] if not is_legacy else [], + return_latents=return_latents, + filter=filter, + ) + return out + + +def apply_refiner( + input, + state, + sampler, + num_samples, + prompt, + negative_prompt, + filter=None, + finish_denoising=False, +): + init_dict = { + "orig_width": input.shape[3] * 8, + "orig_height": input.shape[2] * 8, + "target_width": input.shape[3] * 8, + "target_height": input.shape[2] * 8, + } + + value_dict = init_dict + value_dict["prompt"] = prompt + value_dict["negative_prompt"] = negative_prompt + + value_dict["crop_coords_top"] = 0 + value_dict["crop_coords_left"] = 0 + + value_dict["aesthetic_score"] = 6.0 + value_dict["negative_aesthetic_score"] = 2.5 + + st.warning(f"refiner input shape: {input.shape}") + samples = do_img2img( + input, + state["model"], + sampler, + value_dict, + num_samples, + skip_encode=True, + filter=filter, + add_noise=not finish_denoising, + ) + + return samples + + +if __name__ == "__main__": + st.title("Stable Diffusion") + version = st.selectbox("Model Version", list(VERSION2SPECS.keys()), 0) + version_dict = VERSION2SPECS[version] + if st.checkbox("Load Model"): + mode = st.radio("Mode", ("txt2img", "img2img"), 0) + else: + mode = "skip" + st.write("__________________________") + + set_lowvram_mode(st.checkbox("Low vram mode", True)) + + if version.startswith("SDXL-base"): + add_pipeline = st.checkbox("Load SDXL-refiner?", False) + st.write("__________________________") + else: + add_pipeline = False + + seed = st.sidebar.number_input("seed", value=42, min_value=0, max_value=int(1e9)) + seed_everything(seed) + + save_locally, save_path = init_save_locally(os.path.join(SAVE_PATH, version)) + + if mode != "skip": + state = init_st(version_dict, load_filter=True) + if state["msg"]: + st.info(state["msg"]) + model = state["model"] + + is_legacy = version_dict["is_legacy"] + + prompt = st.text_input( + "prompt", + "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k", + ) + if is_legacy: + negative_prompt = st.text_input("negative prompt", "") + else: + negative_prompt = "" # which is unused + + stage2strength = None + finish_denoising = False + + if add_pipeline: + st.write("__________________________") + version2 = st.selectbox("Refiner:", ["SDXL-refiner-1.0", "SDXL-refiner-0.9"]) + st.warning( + f"Running with {version2} as the second stage model. Make sure to provide (V)RAM :) " + ) + st.write("**Refiner Options:**") + + version_dict2 = VERSION2SPECS[version2] + state2 = init_st(version_dict2, load_filter=False) + st.info(state2["msg"]) + + stage2strength = st.number_input( + "**Refinement strength**", value=0.15, min_value=0.0, max_value=1.0 + ) + + sampler2, *_ = init_sampling( + key=2, + img2img_strength=stage2strength, + specify_num_samples=False, + ) + st.write("__________________________") + finish_denoising = st.checkbox("Finish denoising with refiner.", True) + if not finish_denoising: + stage2strength = None + + if mode == "txt2img": + out = run_txt2img( + state, + version, + version_dict, + is_legacy=is_legacy, + return_latents=add_pipeline, + filter=state.get("filter"), + stage2strength=stage2strength, + ) + elif mode == "img2img": + out = run_img2img( + state, + version_dict, + is_legacy=is_legacy, + return_latents=add_pipeline, + filter=state.get("filter"), + stage2strength=stage2strength, + ) + elif mode == "skip": + out = None + else: + raise ValueError(f"unknown mode {mode}") + if isinstance(out, (tuple, list)): + samples, samples_z = out + else: + samples = out + samples_z = None + + if add_pipeline and samples_z is not None: + st.write("**Running Refinement Stage**") + samples = apply_refiner( + samples_z, + state2, + sampler2, + samples_z.shape[0], + prompt=prompt, + negative_prompt=negative_prompt if is_legacy else "", + filter=state.get("filter"), + finish_denoising=finish_denoising, + ) + + if save_locally and samples is not None: + perform_save_locally(save_path, samples) diff --git a/generative_models/scripts/demo/streamlit_helpers.py b/generative_models/scripts/demo/streamlit_helpers.py new file mode 100644 index 0000000000000000000000000000000000000000..6c5760e26fcffefc95ddc5435870b2a804257e51 --- /dev/null +++ b/generative_models/scripts/demo/streamlit_helpers.py @@ -0,0 +1,887 @@ +import copy +import math +import os +from glob import glob +from typing import Dict, List, Optional, Tuple, Union + +import cv2 +import numpy as np +import streamlit as st +import torch +import torch.nn as nn +import torchvision.transforms as TT +from einops import rearrange, repeat +from imwatermark import WatermarkEncoder +from omegaconf import ListConfig, OmegaConf +from PIL import Image +from safetensors.torch import load_file as load_safetensors +from torch import autocast +from torchvision import transforms +from torchvision.utils import make_grid, save_image + +from scripts.demo.discretization import (Img2ImgDiscretizationWrapper, + Txt2NoisyDiscretizationWrapper) +from scripts.util.detection.nsfw_and_watermark_dectection import \ + DeepFloydDataFiltering +from sgm.inference.helpers import embed_watermark +from sgm.modules.diffusionmodules.guiders import (LinearPredictionGuider, + VanillaCFG) +from sgm.modules.diffusionmodules.sampling import (DPMPP2MSampler, + DPMPP2SAncestralSampler, + EulerAncestralSampler, + EulerEDMSampler, + HeunEDMSampler, + LinearMultistepSampler) +from sgm.util import append_dims, default, instantiate_from_config + + +@st.cache_resource() +def init_st(version_dict, load_ckpt=True, load_filter=True): + state = dict() + if not "model" in state: + config = version_dict["config"] + ckpt = version_dict["ckpt"] + + config = OmegaConf.load(config) + model, msg = load_model_from_config(config, ckpt if load_ckpt else None) + + state["msg"] = msg + state["model"] = model + state["ckpt"] = ckpt if load_ckpt else None + state["config"] = config + if load_filter: + state["filter"] = DeepFloydDataFiltering(verbose=False) + return state + + +def load_model(model): + model.cuda() + + +lowvram_mode = False + + +def set_lowvram_mode(mode): + global lowvram_mode + lowvram_mode = mode + + +def initial_model_load(model): + global lowvram_mode + if lowvram_mode: + model.model.half() + else: + model.cuda() + return model + + +def unload_model(model): + global lowvram_mode + if lowvram_mode: + model.cpu() + torch.cuda.empty_cache() + + +def load_model_from_config(config, ckpt=None, verbose=True): + model = instantiate_from_config(config.model) + + if ckpt is not None: + print(f"Loading model from {ckpt}") + if ckpt.endswith("ckpt"): + pl_sd = torch.load(ckpt, map_location="cpu") + if "global_step" in pl_sd: + global_step = pl_sd["global_step"] + st.info(f"loaded ckpt from global step {global_step}") + print(f"Global Step: {pl_sd['global_step']}") + sd = pl_sd["state_dict"] + elif ckpt.endswith("safetensors"): + sd = load_safetensors(ckpt) + else: + raise NotImplementedError + + msg = None + + m, u = model.load_state_dict(sd, strict=False) + + if len(m) > 0 and verbose: + print("missing keys:") + print(m) + if len(u) > 0 and verbose: + print("unexpected keys:") + print(u) + else: + msg = None + + model = initial_model_load(model) + model.eval() + return model, msg + + +def get_unique_embedder_keys_from_conditioner(conditioner): + return list(set([x.input_key for x in conditioner.embedders])) + + +def init_embedder_options(keys, init_dict, prompt=None, negative_prompt=None): + # Hardcoded demo settings; might undergo some changes in the future + + value_dict = {} + for key in keys: + if key == "txt": + if prompt is None: + prompt = "A professional photograph of an astronaut riding a pig" + if negative_prompt is None: + negative_prompt = "" + + prompt = st.text_input("Prompt", prompt) + negative_prompt = st.text_input("Negative prompt", negative_prompt) + + value_dict["prompt"] = prompt + value_dict["negative_prompt"] = negative_prompt + + if key == "original_size_as_tuple": + orig_width = st.number_input( + "orig_width", + value=init_dict["orig_width"], + min_value=16, + ) + orig_height = st.number_input( + "orig_height", + value=init_dict["orig_height"], + min_value=16, + ) + + value_dict["orig_width"] = orig_width + value_dict["orig_height"] = orig_height + + if key == "crop_coords_top_left": + crop_coord_top = st.number_input("crop_coords_top", value=0, min_value=0) + crop_coord_left = st.number_input("crop_coords_left", value=0, min_value=0) + + value_dict["crop_coords_top"] = crop_coord_top + value_dict["crop_coords_left"] = crop_coord_left + + if key == "aesthetic_score": + value_dict["aesthetic_score"] = 6.0 + value_dict["negative_aesthetic_score"] = 2.5 + + if key == "target_size_as_tuple": + value_dict["target_width"] = init_dict["target_width"] + value_dict["target_height"] = init_dict["target_height"] + + if key in ["fps_id", "fps"]: + fps = st.number_input("fps", value=6, min_value=1) + + value_dict["fps"] = fps + value_dict["fps_id"] = fps - 1 + + if key == "motion_bucket_id": + mb_id = st.number_input("motion bucket id", 0, 511, value=127) + value_dict["motion_bucket_id"] = mb_id + + if key == "pool_image": + st.text("Image for pool conditioning") + image = load_img( + key="pool_image_input", + size=224, + center_crop=True, + ) + if image is None: + st.info("Need an image here") + image = torch.zeros(1, 3, 224, 224) + value_dict["pool_image"] = image + + return value_dict + + +def perform_save_locally(save_path, samples): + os.makedirs(os.path.join(save_path), exist_ok=True) + base_count = len(os.listdir(os.path.join(save_path))) + samples = embed_watermark(samples) + for sample in samples: + sample = 255.0 * rearrange(sample.cpu().numpy(), "c h w -> h w c") + Image.fromarray(sample.astype(np.uint8)).save( + os.path.join(save_path, f"{base_count:09}.png") + ) + base_count += 1 + + +def init_save_locally(_dir, init_value: bool = False): + save_locally = st.sidebar.checkbox("Save images locally", value=init_value) + if save_locally: + save_path = st.text_input("Save path", value=os.path.join(_dir, "samples")) + else: + save_path = None + + return save_locally, save_path + + +def get_guider(options, key): + guider = st.sidebar.selectbox( + f"Discretization #{key}", + [ + "VanillaCFG", + "IdentityGuider", + "LinearPredictionGuider", + ], + options.get("guider", 0), + ) + + additional_guider_kwargs = options.pop("additional_guider_kwargs", {}) + + if guider == "IdentityGuider": + guider_config = { + "target": "sgm.modules.diffusionmodules.guiders.IdentityGuider" + } + elif guider == "VanillaCFG": + scale = st.number_input( + f"cfg-scale #{key}", + value=options.get("cfg", 5.0), + min_value=0.0, + ) + + guider_config = { + "target": "sgm.modules.diffusionmodules.guiders.VanillaCFG", + "params": { + "scale": scale, + **additional_guider_kwargs, + }, + } + elif guider == "LinearPredictionGuider": + max_scale = st.number_input( + f"max-cfg-scale #{key}", + value=options.get("cfg", 1.5), + min_value=1.0, + ) + min_scale = st.number_input( + f"min guidance scale", + value=options.get("min_cfg", 1.0), + min_value=1.0, + max_value=10.0, + ) + + guider_config = { + "target": "sgm.modules.diffusionmodules.guiders.LinearPredictionGuider", + "params": { + "max_scale": max_scale, + "min_scale": min_scale, + "num_frames": options["num_frames"], + **additional_guider_kwargs, + }, + } + else: + raise NotImplementedError + return guider_config + + +def init_sampling( + key=1, + img2img_strength: Optional[float] = None, + specify_num_samples: bool = True, + stage2strength: Optional[float] = None, + options: Optional[Dict[str, int]] = None, +): + options = {} if options is None else options + + num_rows, num_cols = 1, 1 + if specify_num_samples: + num_cols = st.number_input( + f"num cols #{key}", value=num_cols, min_value=1, max_value=10 + ) + + steps = st.sidebar.number_input( + f"steps #{key}", value=options.get("num_steps", 40), min_value=1, max_value=1000 + ) + sampler = st.sidebar.selectbox( + f"Sampler #{key}", + [ + "EulerEDMSampler", + "HeunEDMSampler", + "EulerAncestralSampler", + "DPMPP2SAncestralSampler", + "DPMPP2MSampler", + "LinearMultistepSampler", + ], + options.get("sampler", 0), + ) + discretization = st.sidebar.selectbox( + f"Discretization #{key}", + [ + "LegacyDDPMDiscretization", + "EDMDiscretization", + ], + options.get("discretization", 0), + ) + + discretization_config = get_discretization(discretization, options=options, key=key) + + guider_config = get_guider(options=options, key=key) + + sampler = get_sampler(sampler, steps, discretization_config, guider_config, key=key) + if img2img_strength is not None: + st.warning( + f"Wrapping {sampler.__class__.__name__} with Img2ImgDiscretizationWrapper" + ) + sampler.discretization = Img2ImgDiscretizationWrapper( + sampler.discretization, strength=img2img_strength + ) + if stage2strength is not None: + sampler.discretization = Txt2NoisyDiscretizationWrapper( + sampler.discretization, strength=stage2strength, original_steps=steps + ) + return sampler, num_rows, num_cols + + +def get_discretization(discretization, options, key=1): + if discretization == "LegacyDDPMDiscretization": + discretization_config = { + "target": "sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization", + } + elif discretization == "EDMDiscretization": + sigma_min = st.number_input( + f"sigma_min #{key}", value=options.get("sigma_min", 0.03) + ) # 0.0292 + sigma_max = st.number_input( + f"sigma_max #{key}", value=options.get("sigma_max", 14.61) + ) # 14.6146 + rho = st.number_input(f"rho #{key}", value=options.get("rho", 3.0)) + discretization_config = { + "target": "sgm.modules.diffusionmodules.discretizer.EDMDiscretization", + "params": { + "sigma_min": sigma_min, + "sigma_max": sigma_max, + "rho": rho, + }, + } + + return discretization_config + + +def get_sampler(sampler_name, steps, discretization_config, guider_config, key=1): + if sampler_name == "EulerEDMSampler" or sampler_name == "HeunEDMSampler": + s_churn = st.sidebar.number_input(f"s_churn #{key}", value=0.0, min_value=0.0) + s_tmin = st.sidebar.number_input(f"s_tmin #{key}", value=0.0, min_value=0.0) + s_tmax = st.sidebar.number_input(f"s_tmax #{key}", value=999.0, min_value=0.0) + s_noise = st.sidebar.number_input(f"s_noise #{key}", value=1.0, min_value=0.0) + + if sampler_name == "EulerEDMSampler": + sampler = EulerEDMSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + s_churn=s_churn, + s_tmin=s_tmin, + s_tmax=s_tmax, + s_noise=s_noise, + verbose=True, + ) + elif sampler_name == "HeunEDMSampler": + sampler = HeunEDMSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + s_churn=s_churn, + s_tmin=s_tmin, + s_tmax=s_tmax, + s_noise=s_noise, + verbose=True, + ) + elif ( + sampler_name == "EulerAncestralSampler" + or sampler_name == "DPMPP2SAncestralSampler" + ): + s_noise = st.sidebar.number_input("s_noise", value=1.0, min_value=0.0) + eta = st.sidebar.number_input("eta", value=1.0, min_value=0.0) + + if sampler_name == "EulerAncestralSampler": + sampler = EulerAncestralSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + eta=eta, + s_noise=s_noise, + verbose=True, + ) + elif sampler_name == "DPMPP2SAncestralSampler": + sampler = DPMPP2SAncestralSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + eta=eta, + s_noise=s_noise, + verbose=True, + ) + elif sampler_name == "DPMPP2MSampler": + sampler = DPMPP2MSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + verbose=True, + ) + elif sampler_name == "LinearMultistepSampler": + order = st.sidebar.number_input("order", value=4, min_value=1) + sampler = LinearMultistepSampler( + num_steps=steps, + discretization_config=discretization_config, + guider_config=guider_config, + order=order, + verbose=True, + ) + else: + raise ValueError(f"unknown sampler {sampler_name}!") + + return sampler + + +def get_interactive_image() -> Image.Image: + image = st.file_uploader("Input", type=["jpg", "JPEG", "png"]) + if image is not None: + image = Image.open(image) + if not image.mode == "RGB": + image = image.convert("RGB") + return image + + +def load_img( + display: bool = True, + size: Union[None, int, Tuple[int, int]] = None, + center_crop: bool = False, +): + image = get_interactive_image() + if image is None: + return None + if display: + st.image(image) + w, h = image.size + print(f"loaded input image of size ({w}, {h})") + + transform = [] + if size is not None: + transform.append(transforms.Resize(size)) + if center_crop: + transform.append(transforms.CenterCrop(size)) + transform.append(transforms.ToTensor()) + transform.append(transforms.Lambda(lambda x: 2.0 * x - 1.0)) + + transform = transforms.Compose(transform) + img = transform(image)[None, ...] + st.text(f"input min/max/mean: {img.min():.3f}/{img.max():.3f}/{img.mean():.3f}") + return img + + +def get_init_img(batch_size=1, key=None): + init_image = load_img(key=key).cuda() + init_image = repeat(init_image, "1 ... -> b ...", b=batch_size) + return init_image + + +def do_sample( + model, + sampler, + value_dict, + num_samples, + H, + W, + C, + F, + force_uc_zero_embeddings: Optional[List] = None, + force_cond_zero_embeddings: Optional[List] = None, + batch2model_input: List = None, + return_latents=False, + filter=None, + T=None, + additional_batch_uc_fields=None, + decoding_t=None, +): + force_uc_zero_embeddings = default(force_uc_zero_embeddings, []) + batch2model_input = default(batch2model_input, []) + additional_batch_uc_fields = default(additional_batch_uc_fields, []) + + st.text("Sampling") + + outputs = st.empty() + precision_scope = autocast + with torch.no_grad(): + with precision_scope("cuda"): + with model.ema_scope(): + if T is not None: + num_samples = [num_samples, T] + else: + num_samples = [num_samples] + + load_model(model.conditioner) + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + num_samples, + T=T, + additional_batch_uc_fields=additional_batch_uc_fields, + ) + + c, uc = model.conditioner.get_unconditional_conditioning( + batch, + batch_uc=batch_uc, + force_uc_zero_embeddings=force_uc_zero_embeddings, + force_cond_zero_embeddings=force_cond_zero_embeddings, + ) + unload_model(model.conditioner) + + for k in c: + if not k == "crossattn": + c[k], uc[k] = map( + lambda y: y[k][: math.prod(num_samples)].to("cuda"), (c, uc) + ) + if k in ["crossattn", "concat"] and T is not None: + uc[k] = repeat(uc[k], "b ... -> b t ...", t=T) + uc[k] = rearrange(uc[k], "b t ... -> (b t) ...", t=T) + c[k] = repeat(c[k], "b ... -> b t ...", t=T) + c[k] = rearrange(c[k], "b t ... -> (b t) ...", t=T) + + additional_model_inputs = {} + for k in batch2model_input: + if k == "image_only_indicator": + assert T is not None + + if isinstance( + sampler.guider, (VanillaCFG, LinearPredictionGuider) + ): + additional_model_inputs[k] = torch.zeros( + num_samples[0] * 2, num_samples[1] + ).to("cuda") + else: + additional_model_inputs[k] = torch.zeros(num_samples).to( + "cuda" + ) + else: + additional_model_inputs[k] = batch[k] + + shape = (math.prod(num_samples), C, H // F, W // F) + randn = torch.randn(shape).to("cuda") + + def denoiser(input, sigma, c): + return model.denoiser( + model.model, input, sigma, c, **additional_model_inputs + ) + + load_model(model.denoiser) + load_model(model.model) + samples_z = sampler(denoiser, randn, cond=c, uc=uc) + unload_model(model.model) + unload_model(model.denoiser) + + load_model(model.first_stage_model) + model.en_and_decode_n_samples_a_time = ( + decoding_t # Decode n frames at a time + ) + samples_x = model.decode_first_stage(samples_z) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + unload_model(model.first_stage_model) + + if filter is not None: + samples = filter(samples) + + if T is None: + grid = torch.stack([samples]) + grid = rearrange(grid, "n b c h w -> (n h) (b w) c") + outputs.image(grid.cpu().numpy()) + else: + as_vids = rearrange(samples, "(b t) c h w -> b t c h w", t=T) + for i, vid in enumerate(as_vids): + grid = rearrange(make_grid(vid, nrow=4), "c h w -> h w c") + st.image( + grid.cpu().numpy(), + f"Sample #{i} as image", + ) + + if return_latents: + return samples, samples_z + return samples + + +def get_batch( + keys, + value_dict: dict, + N: Union[List, ListConfig], + device: str = "cuda", + T: int = None, + additional_batch_uc_fields: List[str] = [], +): + # Hardcoded demo setups; might undergo some changes in the future + + batch = {} + batch_uc = {} + + for key in keys: + if key == "txt": + batch["txt"] = [value_dict["prompt"]] * math.prod(N) + + batch_uc["txt"] = [value_dict["negative_prompt"]] * math.prod(N) + + elif key == "original_size_as_tuple": + batch["original_size_as_tuple"] = ( + torch.tensor([value_dict["orig_height"], value_dict["orig_width"]]) + .to(device) + .repeat(math.prod(N), 1) + ) + elif key == "crop_coords_top_left": + batch["crop_coords_top_left"] = ( + torch.tensor( + [value_dict["crop_coords_top"], value_dict["crop_coords_left"]] + ) + .to(device) + .repeat(math.prod(N), 1) + ) + elif key == "aesthetic_score": + batch["aesthetic_score"] = ( + torch.tensor([value_dict["aesthetic_score"]]) + .to(device) + .repeat(math.prod(N), 1) + ) + batch_uc["aesthetic_score"] = ( + torch.tensor([value_dict["negative_aesthetic_score"]]) + .to(device) + .repeat(math.prod(N), 1) + ) + + elif key == "target_size_as_tuple": + batch["target_size_as_tuple"] = ( + torch.tensor([value_dict["target_height"], value_dict["target_width"]]) + .to(device) + .repeat(math.prod(N), 1) + ) + elif key == "fps": + batch[key] = ( + torch.tensor([value_dict["fps"]]).to(device).repeat(math.prod(N)) + ) + elif key == "fps_id": + batch[key] = ( + torch.tensor([value_dict["fps_id"]]).to(device).repeat(math.prod(N)) + ) + elif key == "motion_bucket_id": + batch[key] = ( + torch.tensor([value_dict["motion_bucket_id"]]) + .to(device) + .repeat(math.prod(N)) + ) + elif key == "pool_image": + batch[key] = repeat(value_dict[key], "1 ... -> b ...", b=math.prod(N)).to( + device, dtype=torch.half + ) + elif key == "cond_aug": + batch[key] = repeat( + torch.tensor([value_dict["cond_aug"]]).to("cuda"), + "1 -> b", + b=math.prod(N), + ) + elif key == "cond_frames": + batch[key] = repeat(value_dict["cond_frames"], "1 ... -> b ...", b=N[0]) + elif key == "cond_frames_without_noise": + batch[key] = repeat( + value_dict["cond_frames_without_noise"], "1 ... -> b ...", b=N[0] + ) + else: + batch[key] = value_dict[key] + + if T is not None: + batch["num_video_frames"] = T + + for key in batch.keys(): + if key not in batch_uc and isinstance(batch[key], torch.Tensor): + batch_uc[key] = torch.clone(batch[key]) + elif key in additional_batch_uc_fields and key not in batch_uc: + batch_uc[key] = copy.copy(batch[key]) + return batch, batch_uc + + +@torch.no_grad() +def do_img2img( + img, + model, + sampler, + value_dict, + num_samples, + force_uc_zero_embeddings: Optional[List] = None, + force_cond_zero_embeddings: Optional[List] = None, + additional_kwargs={}, + offset_noise_level: int = 0.0, + return_latents=False, + skip_encode=False, + filter=None, + add_noise=True, +): + st.text("Sampling") + + outputs = st.empty() + precision_scope = autocast + with torch.no_grad(): + with precision_scope("cuda"): + with model.ema_scope(): + load_model(model.conditioner) + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + [num_samples], + ) + c, uc = model.conditioner.get_unconditional_conditioning( + batch, + batch_uc=batch_uc, + force_uc_zero_embeddings=force_uc_zero_embeddings, + force_cond_zero_embeddings=force_cond_zero_embeddings, + ) + unload_model(model.conditioner) + for k in c: + c[k], uc[k] = map(lambda y: y[k][:num_samples].to("cuda"), (c, uc)) + + for k in additional_kwargs: + c[k] = uc[k] = additional_kwargs[k] + if skip_encode: + z = img + else: + load_model(model.first_stage_model) + z = model.encode_first_stage(img) + unload_model(model.first_stage_model) + + noise = torch.randn_like(z) + + sigmas = sampler.discretization(sampler.num_steps).cuda() + sigma = sigmas[0] + + st.info(f"all sigmas: {sigmas}") + st.info(f"noising sigma: {sigma}") + if offset_noise_level > 0.0: + noise = noise + offset_noise_level * append_dims( + torch.randn(z.shape[0], device=z.device), z.ndim + ) + if add_noise: + noised_z = z + noise * append_dims(sigma, z.ndim).cuda() + noised_z = noised_z / torch.sqrt( + 1.0 + sigmas[0] ** 2.0 + ) # Note: hardcoded to DDPM-like scaling. need to generalize later. + else: + noised_z = z / torch.sqrt(1.0 + sigmas[0] ** 2.0) + + def denoiser(x, sigma, c): + return model.denoiser(model.model, x, sigma, c) + + load_model(model.denoiser) + load_model(model.model) + samples_z = sampler(denoiser, noised_z, cond=c, uc=uc) + unload_model(model.model) + unload_model(model.denoiser) + + load_model(model.first_stage_model) + samples_x = model.decode_first_stage(samples_z) + unload_model(model.first_stage_model) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + + if filter is not None: + samples = filter(samples) + + grid = rearrange(grid, "n b c h w -> (n h) (b w) c") + outputs.image(grid.cpu().numpy()) + if return_latents: + return samples, samples_z + return samples + + +def get_resizing_factor( + desired_shape: Tuple[int, int], current_shape: Tuple[int, int] +) -> float: + r_bound = desired_shape[1] / desired_shape[0] + aspect_r = current_shape[1] / current_shape[0] + if r_bound >= 1.0: + if aspect_r >= r_bound: + factor = min(desired_shape) / min(current_shape) + else: + if aspect_r < 1.0: + factor = max(desired_shape) / min(current_shape) + else: + factor = max(desired_shape) / max(current_shape) + else: + if aspect_r <= r_bound: + factor = min(desired_shape) / min(current_shape) + else: + if aspect_r > 1: + factor = max(desired_shape) / min(current_shape) + else: + factor = max(desired_shape) / max(current_shape) + + return factor + + +def get_interactive_image(key=None) -> Image.Image: + image = st.file_uploader("Input", type=["jpg", "JPEG", "png"], key=key) + if image is not None: + image = Image.open(image) + if not image.mode == "RGB": + image = image.convert("RGB") + return image + + +def load_img_for_prediction( + W: int, H: int, display=True, key=None, device="cuda" +) -> torch.Tensor: + image = get_interactive_image(key=key) + if image is None: + return None + if display: + st.image(image) + w, h = image.size + + image = np.array(image).transpose(2, 0, 1) + image = torch.from_numpy(image).to(dtype=torch.float32) / 255.0 + image = image.unsqueeze(0) + + rfs = get_resizing_factor((H, W), (h, w)) + resize_size = [int(np.ceil(rfs * s)) for s in (h, w)] + top = (resize_size[0] - H) // 2 + left = (resize_size[1] - W) // 2 + + image = torch.nn.functional.interpolate( + image, resize_size, mode="area", antialias=False + ) + image = TT.functional.crop(image, top=top, left=left, height=H, width=W) + + if display: + numpy_img = np.transpose(image[0].numpy(), (1, 2, 0)) + pil_image = Image.fromarray((numpy_img * 255).astype(np.uint8)) + st.image(pil_image) + return image.to(device) * 2.0 - 1.0 + + +def save_video_as_grid_and_mp4( + video_batch: torch.Tensor, save_path: str, T: int, fps: int = 5 +): + os.makedirs(save_path, exist_ok=True) + base_count = len(glob(os.path.join(save_path, "*.mp4"))) + + video_batch = rearrange(video_batch, "(b t) c h w -> b t c h w", t=T) + video_batch = embed_watermark(video_batch) + for vid in video_batch: + save_image(vid, fp=os.path.join(save_path, f"{base_count:06d}.png"), nrow=4) + + video_path = os.path.join(save_path, f"{base_count:06d}.mp4") + + writer = cv2.VideoWriter( + video_path, + cv2.VideoWriter_fourcc(*"MP4V"), + fps, + (vid.shape[-1], vid.shape[-2]), + ) + + vid = ( + (rearrange(vid, "t c h w -> t h w c") * 255).cpu().numpy().astype(np.uint8) + ) + for frame in vid: + frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR) + writer.write(frame) + + writer.release() + + video_path_h264 = video_path[:-4] + "_h264.mp4" + os.system(f"ffmpeg -i {video_path} -c:v libx264 {video_path_h264}") + + with open(video_path_h264, "rb") as f: + video_bytes = f.read() + st.video(video_bytes) + + base_count += 1 diff --git a/generative_models/scripts/demo/turbo.py b/generative_models/scripts/demo/turbo.py new file mode 100644 index 0000000000000000000000000000000000000000..7c641f81661bfaa7a10c5fd0514c6e9148a5e0c0 --- /dev/null +++ b/generative_models/scripts/demo/turbo.py @@ -0,0 +1,223 @@ +from streamlit_helpers import * +from st_keyup import st_keyup +from sgm.modules.diffusionmodules.sampling import EulerAncestralSampler + +VERSION2SPECS = { + "SDXL-Turbo": { + "H": 512, + "W": 512, + "C": 4, + "f": 8, + "is_legacy": False, + "config": "configs/inference/sd_xl_base.yaml", + "ckpt": "checkpoints/sd_xl_turbo_1.0.safetensors", + }, + "SD-Turbo": { + "H": 512, + "W": 512, + "C": 4, + "f": 8, + "is_legacy": False, + "config": "configs/inference/sd_2_1.yaml", + "ckpt": "checkpoints/sd_turbo.safetensors", + }, +} + + +class SubstepSampler(EulerAncestralSampler): + def __init__(self, n_sample_steps=1, *args, **kwargs): + super().__init__(*args, **kwargs) + self.n_sample_steps = n_sample_steps + self.steps_subset = [0, 100, 200, 300, 1000] + + def prepare_sampling_loop(self, x, cond, uc=None, num_steps=None): + sigmas = self.discretization( + self.num_steps if num_steps is None else num_steps, device=self.device + ) + sigmas = sigmas[ + self.steps_subset[: self.n_sample_steps] + self.steps_subset[-1:] + ] + uc = cond + x *= torch.sqrt(1.0 + sigmas[0] ** 2.0) + num_sigmas = len(sigmas) + s_in = x.new_ones([x.shape[0]]) + return x, s_in, sigmas, num_sigmas, cond, uc + + +def seeded_randn(shape, seed): + randn = np.random.RandomState(seed).randn(*shape) + randn = torch.from_numpy(randn).to(device="cuda", dtype=torch.float32) + return randn + + +class SeededNoise: + def __init__(self, seed): + self.seed = seed + + def __call__(self, x): + self.seed = self.seed + 1 + return seeded_randn(x.shape, self.seed) + + +def init_embedder_options(keys, init_dict, prompt=None, negative_prompt=None): + value_dict = {} + for key in keys: + if key == "txt": + value_dict["prompt"] = prompt + value_dict["negative_prompt"] = "" + + if key == "original_size_as_tuple": + orig_width = init_dict["orig_width"] + orig_height = init_dict["orig_height"] + + value_dict["orig_width"] = orig_width + value_dict["orig_height"] = orig_height + + if key == "crop_coords_top_left": + crop_coord_top = 0 + crop_coord_left = 0 + + value_dict["crop_coords_top"] = crop_coord_top + value_dict["crop_coords_left"] = crop_coord_left + + if key == "aesthetic_score": + value_dict["aesthetic_score"] = 6.0 + value_dict["negative_aesthetic_score"] = 2.5 + + if key == "target_size_as_tuple": + value_dict["target_width"] = init_dict["target_width"] + value_dict["target_height"] = init_dict["target_height"] + + return value_dict + + +def sample( + model, + sampler, + prompt="A lush garden with oversized flowers and vibrant colors, inhabited by miniature animals.", + H=1024, + W=1024, + seed=0, + filter=None, +): + F = 8 + C = 4 + shape = (1, C, H // F, W // F) + + value_dict = init_embedder_options( + keys=get_unique_embedder_keys_from_conditioner(model.conditioner), + init_dict={ + "orig_width": W, + "orig_height": H, + "target_width": W, + "target_height": H, + }, + prompt=prompt, + ) + + if seed is None: + seed = torch.seed() + precision_scope = autocast + with torch.no_grad(): + with precision_scope("cuda"): + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + [1], + ) + c = model.conditioner(batch) + uc = None + randn = seeded_randn(shape, seed) + + def denoiser(input, sigma, c): + return model.denoiser( + model.model, + input, + sigma, + c, + ) + + samples_z = sampler(denoiser, randn, cond=c, uc=uc) + samples_x = model.decode_first_stage(samples_z) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + if filter is not None: + samples = filter(samples) + samples = ( + (255 * samples) + .to(dtype=torch.uint8) + .permute(0, 2, 3, 1) + .detach() + .cpu() + .numpy() + ) + return samples + + +def v_spacer(height) -> None: + for _ in range(height): + st.write("\n") + + +if __name__ == "__main__": + st.title("Turbo") + + head_cols = st.columns([1, 1, 1]) + with head_cols[0]: + version = st.selectbox("Model Version", list(VERSION2SPECS.keys()), 0) + version_dict = VERSION2SPECS[version] + + with head_cols[1]: + v_spacer(2) + if st.checkbox("Load Model"): + mode = "txt2img" + else: + mode = "skip" + + if mode != "skip": + state = init_st(version_dict, load_filter=True) + if state["msg"]: + st.info(state["msg"]) + model = state["model"] + load_model(model) + + # seed + if "seed" not in st.session_state: + st.session_state.seed = 0 + + def increment_counter(): + st.session_state.seed += 1 + + def decrement_counter(): + if st.session_state.seed > 0: + st.session_state.seed -= 1 + + with head_cols[2]: + n_steps = st.number_input(label="number of steps", min_value=1, max_value=4) + + sampler = SubstepSampler( + n_sample_steps=1, + num_steps=1000, + eta=1.0, + discretization_config=dict( + target="sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization" + ), + ) + sampler.n_sample_steps = n_steps + default_prompt = "A cinematic shot of a baby racoon wearing an intricate italian priest robe." + prompt = st_keyup("Enter a value", value=default_prompt, debounce=300, key="interactive_text") + + cols = st.columns([1, 5, 1]) + if mode != "skip": + with cols[0]: + v_spacer(14) + st.button("↩", on_click=decrement_counter) + with cols[2]: + v_spacer(14) + st.button("↪", on_click=increment_counter) + + sampler.noise_sampler = SeededNoise(seed=st.session_state.seed) + out = sample( + model, sampler, H=512, W=512, seed=st.session_state.seed, prompt=prompt, filter=state.get("filter") + ) + with cols[1]: + st.image(out[0]) diff --git a/generative_models/scripts/demo/video_sampling.py b/generative_models/scripts/demo/video_sampling.py new file mode 100644 index 0000000000000000000000000000000000000000..95789020110f3abaf6e5a7755a7e5910b864c6df --- /dev/null +++ b/generative_models/scripts/demo/video_sampling.py @@ -0,0 +1,200 @@ +import os + +from pytorch_lightning import seed_everything + +from scripts.demo.streamlit_helpers import * + +SAVE_PATH = "outputs/demo/vid/" + +VERSION2SPECS = { + "svd": { + "T": 14, + "H": 576, + "W": 1024, + "C": 4, + "f": 8, + "config": "configs/inference/svd.yaml", + "ckpt": "checkpoints/svd.safetensors", + "options": { + "discretization": 1, + "cfg": 2.5, + "sigma_min": 0.002, + "sigma_max": 700.0, + "rho": 7.0, + "guider": 2, + "force_uc_zero_embeddings": ["cond_frames", "cond_frames_without_noise"], + "num_steps": 25, + }, + }, + "svd_image_decoder": { + "T": 14, + "H": 576, + "W": 1024, + "C": 4, + "f": 8, + "config": "configs/inference/svd_image_decoder.yaml", + "ckpt": "checkpoints/svd_image_decoder.safetensors", + "options": { + "discretization": 1, + "cfg": 2.5, + "sigma_min": 0.002, + "sigma_max": 700.0, + "rho": 7.0, + "guider": 2, + "force_uc_zero_embeddings": ["cond_frames", "cond_frames_without_noise"], + "num_steps": 25, + }, + }, + "svd_xt": { + "T": 25, + "H": 576, + "W": 1024, + "C": 4, + "f": 8, + "config": "configs/inference/svd.yaml", + "ckpt": "checkpoints/svd_xt.safetensors", + "options": { + "discretization": 1, + "cfg": 3.0, + "min_cfg": 1.5, + "sigma_min": 0.002, + "sigma_max": 700.0, + "rho": 7.0, + "guider": 2, + "force_uc_zero_embeddings": ["cond_frames", "cond_frames_without_noise"], + "num_steps": 30, + "decoding_t": 14, + }, + }, + "svd_xt_image_decoder": { + "T": 25, + "H": 576, + "W": 1024, + "C": 4, + "f": 8, + "config": "configs/inference/svd_image_decoder.yaml", + "ckpt": "checkpoints/svd_xt_image_decoder.safetensors", + "options": { + "discretization": 1, + "cfg": 3.0, + "min_cfg": 1.5, + "sigma_min": 0.002, + "sigma_max": 700.0, + "rho": 7.0, + "guider": 2, + "force_uc_zero_embeddings": ["cond_frames", "cond_frames_without_noise"], + "num_steps": 30, + "decoding_t": 14, + }, + }, +} + + +if __name__ == "__main__": + st.title("Stable Video Diffusion") + version = st.selectbox( + "Model Version", + [k for k in VERSION2SPECS.keys()], + 0, + ) + version_dict = VERSION2SPECS[version] + if st.checkbox("Load Model"): + mode = "img2vid" + else: + mode = "skip" + + H = st.sidebar.number_input( + "H", value=version_dict["H"], min_value=64, max_value=2048 + ) + W = st.sidebar.number_input( + "W", value=version_dict["W"], min_value=64, max_value=2048 + ) + T = st.sidebar.number_input( + "T", value=version_dict["T"], min_value=0, max_value=128 + ) + C = version_dict["C"] + F = version_dict["f"] + options = version_dict["options"] + + if mode != "skip": + state = init_st(version_dict, load_filter=True) + if state["msg"]: + st.info(state["msg"]) + model = state["model"] + + ukeys = set( + get_unique_embedder_keys_from_conditioner(state["model"].conditioner) + ) + + value_dict = init_embedder_options( + ukeys, + {}, + ) + + value_dict["image_only_indicator"] = 0 + + if mode == "img2vid": + img = load_img_for_prediction(W, H) + cond_aug = st.number_input( + "Conditioning augmentation:", value=0.02, min_value=0.0 + ) + value_dict["cond_frames_without_noise"] = img + value_dict["cond_frames"] = img + cond_aug * torch.randn_like(img) + value_dict["cond_aug"] = cond_aug + + seed = st.sidebar.number_input( + "seed", value=23, min_value=0, max_value=int(1e9) + ) + seed_everything(seed) + + save_locally, save_path = init_save_locally( + os.path.join(SAVE_PATH, version), init_value=True + ) + + options["num_frames"] = T + + sampler, num_rows, num_cols = init_sampling(options=options) + num_samples = num_rows * num_cols + + decoding_t = st.number_input( + "Decode t frames at a time (set small if you are low on VRAM)", + value=options.get("decoding_t", T), + min_value=1, + max_value=int(1e9), + ) + + if st.checkbox("Overwrite fps in mp4 generator", False): + saving_fps = st.number_input( + f"saving video at fps:", value=value_dict["fps"], min_value=1 + ) + else: + saving_fps = value_dict["fps"] + + if st.button("Sample"): + out = do_sample( + model, + sampler, + value_dict, + num_samples, + H, + W, + C, + F, + T=T, + batch2model_input=["num_video_frames", "image_only_indicator"], + force_uc_zero_embeddings=options.get("force_uc_zero_embeddings", None), + force_cond_zero_embeddings=options.get( + "force_cond_zero_embeddings", None + ), + return_latents=False, + decoding_t=decoding_t, + ) + + if isinstance(out, (tuple, list)): + samples, samples_z = out + else: + samples = out + samples_z = None + + if save_locally: + save_video_as_grid_and_mp4(samples, save_path, T, fps=saving_fps) diff --git a/generative_models/scripts/sampling/configs/svd.yaml b/generative_models/scripts/sampling/configs/svd.yaml new file mode 100644 index 0000000000000000000000000000000000000000..ec8e80552ff47df39e59c5f2e3411677a51c09b1 --- /dev/null +++ b/generative_models/scripts/sampling/configs/svd.yaml @@ -0,0 +1,146 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + ckpt_path: checkpoints/svd.safetensors + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencodingEngine + params: + loss_config: + target: torch.nn.Identity + regularizer_config: + target: sgm.modules.autoencoding.regularizers.DiagonalGaussianRegularizer + encoder_config: + target: sgm.modules.diffusionmodules.model.Encoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + decoder_config: + target: sgm.modules.autoencoding.temporal_ae.VideoDecoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + video_kernel_size: [3, 1, 1] + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + params: + sigma_max: 700.0 + + guider_config: + target: sgm.modules.diffusionmodules.guiders.LinearPredictionGuider + params: + max_scale: 2.5 + min_scale: 1.0 \ No newline at end of file diff --git a/generative_models/scripts/sampling/configs/svd_image_decoder.yaml b/generative_models/scripts/sampling/configs/svd_image_decoder.yaml new file mode 100644 index 0000000000000000000000000000000000000000..f731c5958f1935e4f3c1913c97fff4932520c12d --- /dev/null +++ b/generative_models/scripts/sampling/configs/svd_image_decoder.yaml @@ -0,0 +1,129 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + ckpt_path: checkpoints/svd_image_decoder.safetensors + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + params: + sigma_max: 700.0 + + guider_config: + target: sgm.modules.diffusionmodules.guiders.LinearPredictionGuider + params: + max_scale: 2.5 + min_scale: 1.0 \ No newline at end of file diff --git a/generative_models/scripts/sampling/configs/svd_xt.yaml b/generative_models/scripts/sampling/configs/svd_xt.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7e98c466aced5a540e2c8b0d81ee178d572400dc --- /dev/null +++ b/generative_models/scripts/sampling/configs/svd_xt.yaml @@ -0,0 +1,146 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + ckpt_path: checkpoints/svd_xt.safetensors + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencodingEngine + params: + loss_config: + target: torch.nn.Identity + regularizer_config: + target: sgm.modules.autoencoding.regularizers.DiagonalGaussianRegularizer + encoder_config: + target: sgm.modules.diffusionmodules.model.Encoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + decoder_config: + target: sgm.modules.autoencoding.temporal_ae.VideoDecoder + params: + attn_type: vanilla + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + video_kernel_size: [3, 1, 1] + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + params: + sigma_max: 700.0 + + guider_config: + target: sgm.modules.diffusionmodules.guiders.LinearPredictionGuider + params: + max_scale: 3.0 + min_scale: 1.5 \ No newline at end of file diff --git a/generative_models/scripts/sampling/configs/svd_xt_image_decoder.yaml b/generative_models/scripts/sampling/configs/svd_xt_image_decoder.yaml new file mode 100644 index 0000000000000000000000000000000000000000..afb38387d2344b8f75371b3b51c281acca523272 --- /dev/null +++ b/generative_models/scripts/sampling/configs/svd_xt_image_decoder.yaml @@ -0,0 +1,129 @@ +model: + target: sgm.models.diffusion.DiffusionEngine + params: + scale_factor: 0.18215 + disable_first_stage_autocast: True + ckpt_path: checkpoints/svd_xt_image_decoder.safetensors + + denoiser_config: + target: sgm.modules.diffusionmodules.denoiser.Denoiser + params: + scaling_config: + target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise + + network_config: + target: sgm.modules.diffusionmodules.video_model.VideoUNet + params: + adm_in_channels: 768 + num_classes: sequential + use_checkpoint: True + in_channels: 8 + out_channels: 4 + model_channels: 320 + attention_resolutions: [4, 2, 1] + num_res_blocks: 2 + channel_mult: [1, 2, 4, 4] + num_head_channels: 64 + use_linear_in_transformer: True + transformer_depth: 1 + context_dim: 1024 + spatial_transformer_attn_type: softmax-xformers + extra_ff_mix_layer: True + use_spatial_context: True + merge_strategy: learned_with_images + video_kernel_size: [3, 1, 1] + + conditioner_config: + target: sgm.modules.GeneralConditioner + params: + emb_models: + - is_trainable: False + input_key: cond_frames_without_noise + target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder + params: + n_cond_frames: 1 + n_copies: 1 + open_clip_embedding_config: + target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder + params: + freeze: True + + - input_key: fps_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: motion_bucket_id + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + - input_key: cond_frames + is_trainable: False + target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder + params: + disable_encoder_autocast: True + n_cond_frames: 1 + n_copies: 1 + is_ae: True + encoder_config: + target: sgm.models.autoencoder.AutoencoderKLModeOnly + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + - input_key: cond_aug + is_trainable: False + target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND + params: + outdim: 256 + + first_stage_config: + target: sgm.models.autoencoder.AutoencoderKL + params: + embed_dim: 4 + monitor: val/rec_loss + ddconfig: + attn_type: vanilla-xformers + double_z: True + z_channels: 4 + resolution: 256 + in_channels: 3 + out_ch: 3 + ch: 128 + ch_mult: [1, 2, 4, 4] + num_res_blocks: 2 + attn_resolutions: [] + dropout: 0.0 + lossconfig: + target: torch.nn.Identity + + sampler_config: + target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler + params: + discretization_config: + target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization + params: + sigma_max: 700.0 + + guider_config: + target: sgm.modules.diffusionmodules.guiders.LinearPredictionGuider + params: + max_scale: 3.0 + min_scale: 1.5 \ No newline at end of file diff --git a/generative_models/scripts/sampling/simple_video_sample.py b/generative_models/scripts/sampling/simple_video_sample.py new file mode 100644 index 0000000000000000000000000000000000000000..c3f4ad2a01ee62c8b36449a9d61f5909baafa702 --- /dev/null +++ b/generative_models/scripts/sampling/simple_video_sample.py @@ -0,0 +1,278 @@ +import math +import os +from glob import glob +from pathlib import Path +from typing import Optional + +import cv2 +import numpy as np +import torch +from einops import rearrange, repeat +from fire import Fire +from omegaconf import OmegaConf +from PIL import Image +from torchvision.transforms import ToTensor + +from scripts.util.detection.nsfw_and_watermark_dectection import \ + DeepFloydDataFiltering +from sgm.inference.helpers import embed_watermark +from sgm.util import default, instantiate_from_config + + +def sample( + input_path: str = "assets/test_image.png", # Can either be image file or folder with image files + num_frames: Optional[int] = None, + num_steps: Optional[int] = None, + version: str = "svd", + fps_id: int = 6, + motion_bucket_id: int = 127, + cond_aug: float = 0.02, + seed: int = 23, + decoding_t: int = 14, # Number of frames decoded at a time! This eats most VRAM. Reduce if necessary. + device: str = "cuda", + output_folder: Optional[str] = None, +): + """ + Simple script to generate a single sample conditioned on an image `input_path` or multiple images, one for each + image file in folder `input_path`. If you run out of VRAM, try decreasing `decoding_t`. + """ + + if version == "svd": + num_frames = default(num_frames, 14) + num_steps = default(num_steps, 25) + output_folder = default(output_folder, "outputs/simple_video_sample/svd/") + model_config = "scripts/sampling/configs/svd.yaml" + elif version == "svd_xt": + num_frames = default(num_frames, 25) + num_steps = default(num_steps, 30) + output_folder = default(output_folder, "outputs/simple_video_sample/svd_xt/") + model_config = "scripts/sampling/configs/svd_xt.yaml" + elif version == "svd_image_decoder": + num_frames = default(num_frames, 14) + num_steps = default(num_steps, 25) + output_folder = default( + output_folder, "outputs/simple_video_sample/svd_image_decoder/" + ) + model_config = "scripts/sampling/configs/svd_image_decoder.yaml" + elif version == "svd_xt_image_decoder": + num_frames = default(num_frames, 25) + num_steps = default(num_steps, 30) + output_folder = default( + output_folder, "outputs/simple_video_sample/svd_xt_image_decoder/" + ) + model_config = "scripts/sampling/configs/svd_xt_image_decoder.yaml" + else: + raise ValueError(f"Version {version} does not exist.") + + model, filter = load_model( + model_config, + device, + num_frames, + num_steps, + ) + torch.manual_seed(seed) + + path = Path(input_path) + all_img_paths = [] + if path.is_file(): + if any([input_path.endswith(x) for x in ["jpg", "jpeg", "png"]]): + all_img_paths = [input_path] + else: + raise ValueError("Path is not valid image file.") + elif path.is_dir(): + all_img_paths = sorted( + [ + f + for f in path.iterdir() + if f.is_file() and f.suffix.lower() in [".jpg", ".jpeg", ".png"] + ] + ) + if len(all_img_paths) == 0: + raise ValueError("Folder does not contain any images.") + else: + raise ValueError + + for input_img_path in all_img_paths: + with Image.open(input_img_path) as image: + if image.mode == "RGBA": + image = image.convert("RGB") + w, h = image.size + + if h % 64 != 0 or w % 64 != 0: + width, height = map(lambda x: x - x % 64, (w, h)) + image = image.resize((width, height)) + print( + f"WARNING: Your image is of size {h}x{w} which is not divisible by 64. We are resizing to {height}x{width}!" + ) + + image = ToTensor()(image) + image = image * 2.0 - 1.0 + + image = image.unsqueeze(0).to(device) + H, W = image.shape[2:] + assert image.shape[1] == 3 + F = 8 + C = 4 + shape = (num_frames, C, H // F, W // F) + if (H, W) != (576, 1024): + print( + "WARNING: The conditioning frame you provided is not 576x1024. This leads to suboptimal performance as model was only trained on 576x1024. Consider increasing `cond_aug`." + ) + if motion_bucket_id > 255: + print( + "WARNING: High motion bucket! This may lead to suboptimal performance." + ) + + if fps_id < 5: + print("WARNING: Small fps value! This may lead to suboptimal performance.") + + if fps_id > 30: + print("WARNING: Large fps value! This may lead to suboptimal performance.") + + value_dict = {} + value_dict["motion_bucket_id"] = motion_bucket_id + value_dict["fps_id"] = fps_id + value_dict["cond_aug"] = cond_aug + value_dict["cond_frames_without_noise"] = image + value_dict["cond_frames"] = image + cond_aug * torch.randn_like(image) + value_dict["cond_aug"] = cond_aug + + with torch.no_grad(): + with torch.autocast(device): + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + [1, num_frames], + T=num_frames, + device=device, + ) + c, uc = model.conditioner.get_unconditional_conditioning( + batch, + batch_uc=batch_uc, + force_uc_zero_embeddings=[ + "cond_frames", + "cond_frames_without_noise", + ], + ) + + for k in ["crossattn", "concat"]: + uc[k] = repeat(uc[k], "b ... -> b t ...", t=num_frames) + uc[k] = rearrange(uc[k], "b t ... -> (b t) ...", t=num_frames) + c[k] = repeat(c[k], "b ... -> b t ...", t=num_frames) + c[k] = rearrange(c[k], "b t ... -> (b t) ...", t=num_frames) + + randn = torch.randn(shape, device=device) + + additional_model_inputs = {} + additional_model_inputs["image_only_indicator"] = torch.zeros( + 2, num_frames + ).to(device) + additional_model_inputs["num_video_frames"] = batch["num_video_frames"] + + def denoiser(input, sigma, c): + return model.denoiser( + model.model, input, sigma, c, **additional_model_inputs + ) + + samples_z = model.sampler(denoiser, randn, cond=c, uc=uc) + model.en_and_decode_n_samples_a_time = decoding_t + samples_x = model.decode_first_stage(samples_z) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + + os.makedirs(output_folder, exist_ok=True) + base_count = len(glob(os.path.join(output_folder, "*.mp4"))) + video_path = os.path.join(output_folder, f"{base_count:06d}.mp4") + writer = cv2.VideoWriter( + video_path, + cv2.VideoWriter_fourcc(*"MP4V"), + fps_id + 1, + (samples.shape[-1], samples.shape[-2]), + ) + + samples = embed_watermark(samples) + samples = filter(samples) + vid = ( + (rearrange(samples, "t c h w -> t h w c") * 255) + .cpu() + .numpy() + .astype(np.uint8) + ) + for frame in vid: + frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR) + writer.write(frame) + writer.release() + + +def get_unique_embedder_keys_from_conditioner(conditioner): + return list(set([x.input_key for x in conditioner.embedders])) + + +def get_batch(keys, value_dict, N, T, device): + batch = {} + batch_uc = {} + + for key in keys: + if key == "fps_id": + batch[key] = ( + torch.tensor([value_dict["fps_id"]]) + .to(device) + .repeat(int(math.prod(N))) + ) + elif key == "motion_bucket_id": + batch[key] = ( + torch.tensor([value_dict["motion_bucket_id"]]) + .to(device) + .repeat(int(math.prod(N))) + ) + elif key == "cond_aug": + batch[key] = repeat( + torch.tensor([value_dict["cond_aug"]]).to(device), + "1 -> b", + b=math.prod(N), + ) + elif key == "cond_frames": + batch[key] = repeat(value_dict["cond_frames"], "1 ... -> b ...", b=N[0]) + elif key == "cond_frames_without_noise": + batch[key] = repeat( + value_dict["cond_frames_without_noise"], "1 ... -> b ...", b=N[0] + ) + else: + batch[key] = value_dict[key] + + if T is not None: + batch["num_video_frames"] = T + + for key in batch.keys(): + if key not in batch_uc and isinstance(batch[key], torch.Tensor): + batch_uc[key] = torch.clone(batch[key]) + return batch, batch_uc + + +def load_model( + config: str, + device: str, + num_frames: int, + num_steps: int, +): + config = OmegaConf.load(config) + if device == "cuda": + config.model.params.conditioner_config.params.emb_models[ + 0 + ].params.open_clip_embedding_config.params.init_device = device + + config.model.params.sampler_config.params.num_steps = num_steps + config.model.params.sampler_config.params.guider_config.params.num_frames = ( + num_frames + ) + if device == "cuda": + with torch.device(device): + model = instantiate_from_config(config.model).to(device).eval() + else: + model = instantiate_from_config(config.model).to(device).eval() + + filter = DeepFloydDataFiltering(verbose=False, device=device) + return model, filter + + +if __name__ == "__main__": + Fire(sample) diff --git a/generative_models/scripts/tests/attention.py b/generative_models/scripts/tests/attention.py new file mode 100644 index 0000000000000000000000000000000000000000..d7c3f7c8da27c577a7ce0ea3a01ab7f9e9c1baa2 --- /dev/null +++ b/generative_models/scripts/tests/attention.py @@ -0,0 +1,319 @@ +import einops +import torch +import torch.nn.functional as F +import torch.utils.benchmark as benchmark +from torch.backends.cuda import SDPBackend + +from sgm.modules.attention import BasicTransformerBlock, SpatialTransformer + + +def benchmark_attn(): + # Lets define a helpful benchmarking function: + # https://pytorch.org/tutorials/intermediate/scaled_dot_product_attention_tutorial.html + device = "cuda" if torch.cuda.is_available() else "cpu" + + def benchmark_torch_function_in_microseconds(f, *args, **kwargs): + t0 = benchmark.Timer( + stmt="f(*args, **kwargs)", globals={"args": args, "kwargs": kwargs, "f": f} + ) + return t0.blocked_autorange().mean * 1e6 + + # Lets define the hyper-parameters of our input + batch_size = 32 + max_sequence_len = 1024 + num_heads = 32 + embed_dimension = 32 + + dtype = torch.float16 + + query = torch.rand( + batch_size, + num_heads, + max_sequence_len, + embed_dimension, + device=device, + dtype=dtype, + ) + key = torch.rand( + batch_size, + num_heads, + max_sequence_len, + embed_dimension, + device=device, + dtype=dtype, + ) + value = torch.rand( + batch_size, + num_heads, + max_sequence_len, + embed_dimension, + device=device, + dtype=dtype, + ) + + print(f"q/k/v shape:", query.shape, key.shape, value.shape) + + # Lets explore the speed of each of the 3 implementations + from torch.backends.cuda import SDPBackend, sdp_kernel + + # Helpful arguments mapper + backend_map = { + SDPBackend.MATH: { + "enable_math": True, + "enable_flash": False, + "enable_mem_efficient": False, + }, + SDPBackend.FLASH_ATTENTION: { + "enable_math": False, + "enable_flash": True, + "enable_mem_efficient": False, + }, + SDPBackend.EFFICIENT_ATTENTION: { + "enable_math": False, + "enable_flash": False, + "enable_mem_efficient": True, + }, + } + + from torch.profiler import ProfilerActivity, profile, record_function + + activities = [ProfilerActivity.CPU, ProfilerActivity.CUDA] + + print( + f"The default implementation runs in {benchmark_torch_function_in_microseconds(F.scaled_dot_product_attention, query, key, value):.3f} microseconds" + ) + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("Default detailed stats"): + for _ in range(25): + o = F.scaled_dot_product_attention(query, key, value) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + + print( + f"The math implementation runs in {benchmark_torch_function_in_microseconds(F.scaled_dot_product_attention, query, key, value):.3f} microseconds" + ) + with sdp_kernel(**backend_map[SDPBackend.MATH]): + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("Math implmentation stats"): + for _ in range(25): + o = F.scaled_dot_product_attention(query, key, value) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + + with sdp_kernel(**backend_map[SDPBackend.FLASH_ATTENTION]): + try: + print( + f"The flash attention implementation runs in {benchmark_torch_function_in_microseconds(F.scaled_dot_product_attention, query, key, value):.3f} microseconds" + ) + except RuntimeError: + print("FlashAttention is not supported. See warnings for reasons.") + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("FlashAttention stats"): + for _ in range(25): + o = F.scaled_dot_product_attention(query, key, value) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + + with sdp_kernel(**backend_map[SDPBackend.EFFICIENT_ATTENTION]): + try: + print( + f"The memory efficient implementation runs in {benchmark_torch_function_in_microseconds(F.scaled_dot_product_attention, query, key, value):.3f} microseconds" + ) + except RuntimeError: + print("EfficientAttention is not supported. See warnings for reasons.") + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("EfficientAttention stats"): + for _ in range(25): + o = F.scaled_dot_product_attention(query, key, value) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + + +def run_model(model, x, context): + return model(x, context) + + +def benchmark_transformer_blocks(): + device = "cuda" if torch.cuda.is_available() else "cpu" + import torch.utils.benchmark as benchmark + + def benchmark_torch_function_in_microseconds(f, *args, **kwargs): + t0 = benchmark.Timer( + stmt="f(*args, **kwargs)", globals={"args": args, "kwargs": kwargs, "f": f} + ) + return t0.blocked_autorange().mean * 1e6 + + checkpoint = True + compile = False + + batch_size = 32 + h, w = 64, 64 + context_len = 77 + embed_dimension = 1024 + context_dim = 1024 + d_head = 64 + + transformer_depth = 4 + + n_heads = embed_dimension // d_head + + dtype = torch.float16 + + model_native = SpatialTransformer( + embed_dimension, + n_heads, + d_head, + context_dim=context_dim, + use_linear=True, + use_checkpoint=checkpoint, + attn_type="softmax", + depth=transformer_depth, + sdp_backend=SDPBackend.FLASH_ATTENTION, + ).to(device) + model_efficient_attn = SpatialTransformer( + embed_dimension, + n_heads, + d_head, + context_dim=context_dim, + use_linear=True, + depth=transformer_depth, + use_checkpoint=checkpoint, + attn_type="softmax-xformers", + ).to(device) + if not checkpoint and compile: + print("compiling models") + model_native = torch.compile(model_native) + model_efficient_attn = torch.compile(model_efficient_attn) + + x = torch.rand(batch_size, embed_dimension, h, w, device=device, dtype=dtype) + c = torch.rand(batch_size, context_len, context_dim, device=device, dtype=dtype) + + from torch.profiler import ProfilerActivity, profile, record_function + + activities = [ProfilerActivity.CPU, ProfilerActivity.CUDA] + + with torch.autocast("cuda"): + print( + f"The native model runs in {benchmark_torch_function_in_microseconds(model_native.forward, x, c):.3f} microseconds" + ) + print( + f"The efficientattn model runs in {benchmark_torch_function_in_microseconds(model_efficient_attn.forward, x, c):.3f} microseconds" + ) + + print(75 * "+") + print("NATIVE") + print(75 * "+") + torch.cuda.reset_peak_memory_stats() + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("NativeAttention stats"): + for _ in range(25): + model_native(x, c) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + print(torch.cuda.max_memory_allocated() * 1e-9, "GB used by native block") + + print(75 * "+") + print("Xformers") + print(75 * "+") + torch.cuda.reset_peak_memory_stats() + with profile( + activities=activities, record_shapes=False, profile_memory=True + ) as prof: + with record_function("xformers stats"): + for _ in range(25): + model_efficient_attn(x, c) + print(prof.key_averages().table(sort_by="cuda_time_total", row_limit=10)) + print(torch.cuda.max_memory_allocated() * 1e-9, "GB used by xformers block") + + +def test01(): + # conv1x1 vs linear + from sgm.util import count_params + + conv = torch.nn.Conv2d(3, 32, kernel_size=1).cuda() + print(count_params(conv)) + linear = torch.nn.Linear(3, 32).cuda() + print(count_params(linear)) + + print(conv.weight.shape) + + # use same initialization + linear.weight = torch.nn.Parameter(conv.weight.squeeze(-1).squeeze(-1)) + linear.bias = torch.nn.Parameter(conv.bias) + + print(linear.weight.shape) + + x = torch.randn(11, 3, 64, 64).cuda() + + xr = einops.rearrange(x, "b c h w -> b (h w) c").contiguous() + print(xr.shape) + out_linear = linear(xr) + print(out_linear.mean(), out_linear.shape) + + out_conv = conv(x) + print(out_conv.mean(), out_conv.shape) + print("done with test01.\n") + + +def test02(): + # try cosine flash attention + import time + + torch.backends.cuda.matmul.allow_tf32 = True + torch.backends.cudnn.allow_tf32 = True + torch.backends.cudnn.benchmark = True + print("testing cosine flash attention...") + DIM = 1024 + SEQLEN = 4096 + BS = 16 + + print(" softmax (vanilla) first...") + model = BasicTransformerBlock( + dim=DIM, + n_heads=16, + d_head=64, + dropout=0.0, + context_dim=None, + attn_mode="softmax", + ).cuda() + try: + x = torch.randn(BS, SEQLEN, DIM).cuda() + tic = time.time() + y = model(x) + toc = time.time() + print(y.shape, toc - tic) + except RuntimeError as e: + # likely oom + print(str(e)) + + print("\n now flash-cosine...") + model = BasicTransformerBlock( + dim=DIM, + n_heads=16, + d_head=64, + dropout=0.0, + context_dim=None, + attn_mode="flash-cosine", + ).cuda() + x = torch.randn(BS, SEQLEN, DIM).cuda() + tic = time.time() + y = model(x) + toc = time.time() + print(y.shape, toc - tic) + print("done with test02.\n") + + +if __name__ == "__main__": + # test01() + # test02() + # test03() + + # benchmark_attn() + benchmark_transformer_blocks() + + print("done.") diff --git a/generative_models/scripts/util/__init__.py b/generative_models/scripts/util/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/scripts/util/detection/__init__.py b/generative_models/scripts/util/detection/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/scripts/util/detection/nsfw_and_watermark_dectection.py b/generative_models/scripts/util/detection/nsfw_and_watermark_dectection.py new file mode 100644 index 0000000000000000000000000000000000000000..1096b8177d8e3dbcf8e913f924e98d5ce58cb120 --- /dev/null +++ b/generative_models/scripts/util/detection/nsfw_and_watermark_dectection.py @@ -0,0 +1,110 @@ +import os + +import clip +import numpy as np +import torch +import torchvision.transforms as T +from PIL import Image + +RESOURCES_ROOT = "scripts/util/detection/" + + +def predict_proba(X, weights, biases): + logits = X @ weights.T + biases + proba = np.where( + logits >= 0, 1 / (1 + np.exp(-logits)), np.exp(logits) / (1 + np.exp(logits)) + ) + return proba.T + + +def load_model_weights(path: str): + model_weights = np.load(path) + return model_weights["weights"], model_weights["biases"] + + +def clip_process_images(images: torch.Tensor) -> torch.Tensor: + min_size = min(images.shape[-2:]) + return T.Compose( + [ + T.CenterCrop(min_size), # TODO: this might affect the watermark, check this + T.Resize(224, interpolation=T.InterpolationMode.BICUBIC, antialias=True), + T.Normalize( + (0.48145466, 0.4578275, 0.40821073), + (0.26862954, 0.26130258, 0.27577711), + ), + ] + )(images) + + +class DeepFloydDataFiltering(object): + def __init__( + self, verbose: bool = False, device: torch.device = torch.device("cpu") + ): + super().__init__() + self.verbose = verbose + self._device = None + self.clip_model, _ = clip.load("ViT-L/14", device=device) + self.clip_model.eval() + + self.cpu_w_weights, self.cpu_w_biases = load_model_weights( + os.path.join(RESOURCES_ROOT, "w_head_v1.npz") + ) + self.cpu_p_weights, self.cpu_p_biases = load_model_weights( + os.path.join(RESOURCES_ROOT, "p_head_v1.npz") + ) + self.w_threshold, self.p_threshold = 0.5, 0.5 + + @torch.inference_mode() + def __call__(self, images: torch.Tensor) -> torch.Tensor: + imgs = clip_process_images(images) + if self._device is None: + self._device = next(p for p in self.clip_model.parameters()).device + image_features = self.clip_model.encode_image(imgs.to(self._device)) + image_features = image_features.detach().cpu().numpy().astype(np.float16) + p_pred = predict_proba(image_features, self.cpu_p_weights, self.cpu_p_biases) + w_pred = predict_proba(image_features, self.cpu_w_weights, self.cpu_w_biases) + print(f"p_pred = {p_pred}, w_pred = {w_pred}") if self.verbose else None + query = p_pred > self.p_threshold + if query.sum() > 0: + print(f"Hit for p_threshold: {p_pred}") if self.verbose else None + images[query] = T.GaussianBlur(99, sigma=(100.0, 100.0))(images[query]) + query = w_pred > self.w_threshold + if query.sum() > 0: + print(f"Hit for w_threshold: {w_pred}") if self.verbose else None + images[query] = T.GaussianBlur(99, sigma=(100.0, 100.0))(images[query]) + return images + + +def load_img(path: str) -> torch.Tensor: + image = Image.open(path) + if not image.mode == "RGB": + image = image.convert("RGB") + image_transforms = T.Compose( + [ + T.ToTensor(), + ] + ) + return image_transforms(image)[None, ...] + + +def test(root): + from einops import rearrange + + filter = DeepFloydDataFiltering(verbose=True) + for p in os.listdir((root)): + print(f"running on {p}...") + img = load_img(os.path.join(root, p)) + filtered_img = filter(img) + filtered_img = rearrange( + 255.0 * (filtered_img.numpy())[0], "c h w -> h w c" + ).astype(np.uint8) + Image.fromarray(filtered_img).save( + os.path.join(root, f"{os.path.splitext(p)[0]}-filtered.jpg") + ) + + +if __name__ == "__main__": + import fire + + fire.Fire(test) + print("done.") diff --git a/generative_models/scripts/util/detection/p_head_v1.npz b/generative_models/scripts/util/detection/p_head_v1.npz new file mode 100644 index 0000000000000000000000000000000000000000..a2c3babe1f441c5112121a0924e04bb22eb835eb Binary files /dev/null and b/generative_models/scripts/util/detection/p_head_v1.npz differ diff --git a/generative_models/scripts/util/detection/w_head_v1.npz b/generative_models/scripts/util/detection/w_head_v1.npz new file mode 100644 index 0000000000000000000000000000000000000000..65030c5ea5e239d90faaf788145a287fa9f54a05 Binary files /dev/null and b/generative_models/scripts/util/detection/w_head_v1.npz differ diff --git a/generative_models/sgm/__init__.py b/generative_models/sgm/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..24bc84af8b1041de34b9816e0507cb1ac207bd13 --- /dev/null +++ b/generative_models/sgm/__init__.py @@ -0,0 +1,4 @@ +from .models import AutoencodingEngine, DiffusionEngine +from .util import get_configs_path, instantiate_from_config + +__version__ = "0.1.0" diff --git a/generative_models/sgm/build/lib/data/__init__.py b/generative_models/sgm/build/lib/data/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7664a25c655c376bd1a7b0ccbaca7b983a2bf9ad --- /dev/null +++ b/generative_models/sgm/build/lib/data/__init__.py @@ -0,0 +1 @@ +from .dataset import StableDataModuleFromConfig diff --git a/generative_models/sgm/build/lib/data/cifar10.py b/generative_models/sgm/build/lib/data/cifar10.py new file mode 100644 index 0000000000000000000000000000000000000000..6083646f136bad308a0485843b89234cf7a9d6cd --- /dev/null +++ b/generative_models/sgm/build/lib/data/cifar10.py @@ -0,0 +1,67 @@ +import pytorch_lightning as pl +import torchvision +from torch.utils.data import DataLoader, Dataset +from torchvision import transforms + + +class CIFAR10DataDictWrapper(Dataset): + def __init__(self, dset): + super().__init__() + self.dset = dset + + def __getitem__(self, i): + x, y = self.dset[i] + return {"jpg": x, "cls": y} + + def __len__(self): + return len(self.dset) + + +class CIFAR10Loader(pl.LightningDataModule): + def __init__(self, batch_size, num_workers=0, shuffle=True): + super().__init__() + + transform = transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ) + + self.batch_size = batch_size + self.num_workers = num_workers + self.shuffle = shuffle + self.train_dataset = CIFAR10DataDictWrapper( + torchvision.datasets.CIFAR10( + root=".data/", train=True, download=True, transform=transform + ) + ) + self.test_dataset = CIFAR10DataDictWrapper( + torchvision.datasets.CIFAR10( + root=".data/", train=False, download=True, transform=transform + ) + ) + + def prepare_data(self): + pass + + def train_dataloader(self): + return DataLoader( + self.train_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) + + def test_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) + + def val_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) diff --git a/generative_models/sgm/build/lib/data/dataset.py b/generative_models/sgm/build/lib/data/dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..b726149996591c6c3db69230e1bb68c07d2faa12 --- /dev/null +++ b/generative_models/sgm/build/lib/data/dataset.py @@ -0,0 +1,80 @@ +from typing import Optional + +import torchdata.datapipes.iter +import webdataset as wds +from omegaconf import DictConfig +from pytorch_lightning import LightningDataModule + +try: + from sdata import create_dataset, create_dummy_dataset, create_loader +except ImportError as e: + print("#" * 100) + print("Datasets not yet available") + print("to enable, we need to add stable-datasets as a submodule") + print("please use ``git submodule update --init --recursive``") + print("and do ``pip install -e stable-datasets/`` from the root of this repo") + print("#" * 100) + exit(1) + + +class StableDataModuleFromConfig(LightningDataModule): + def __init__( + self, + train: DictConfig, + validation: Optional[DictConfig] = None, + test: Optional[DictConfig] = None, + skip_val_loader: bool = False, + dummy: bool = False, + ): + super().__init__() + self.train_config = train + assert ( + "datapipeline" in self.train_config and "loader" in self.train_config + ), "train config requires the fields `datapipeline` and `loader`" + + self.val_config = validation + if not skip_val_loader: + if self.val_config is not None: + assert ( + "datapipeline" in self.val_config and "loader" in self.val_config + ), "validation config requires the fields `datapipeline` and `loader`" + else: + print( + "Warning: No Validation datapipeline defined, using that one from training" + ) + self.val_config = train + + self.test_config = test + if self.test_config is not None: + assert ( + "datapipeline" in self.test_config and "loader" in self.test_config + ), "test config requires the fields `datapipeline` and `loader`" + + self.dummy = dummy + if self.dummy: + print("#" * 100) + print("USING DUMMY DATASET: HOPE YOU'RE DEBUGGING ;)") + print("#" * 100) + + def setup(self, stage: str) -> None: + print("Preparing datasets") + if self.dummy: + data_fn = create_dummy_dataset + else: + data_fn = create_dataset + + self.train_datapipeline = data_fn(**self.train_config.datapipeline) + if self.val_config: + self.val_datapipeline = data_fn(**self.val_config.datapipeline) + if self.test_config: + self.test_datapipeline = data_fn(**self.test_config.datapipeline) + + def train_dataloader(self) -> torchdata.datapipes.iter.IterDataPipe: + loader = create_loader(self.train_datapipeline, **self.train_config.loader) + return loader + + def val_dataloader(self) -> wds.DataPipeline: + return create_loader(self.val_datapipeline, **self.val_config.loader) + + def test_dataloader(self) -> wds.DataPipeline: + return create_loader(self.test_datapipeline, **self.test_config.loader) diff --git a/generative_models/sgm/build/lib/data/mnist.py b/generative_models/sgm/build/lib/data/mnist.py new file mode 100644 index 0000000000000000000000000000000000000000..dea4d7e670666bec80ecb22aa89603345e173d09 --- /dev/null +++ b/generative_models/sgm/build/lib/data/mnist.py @@ -0,0 +1,85 @@ +import pytorch_lightning as pl +import torchvision +from torch.utils.data import DataLoader, Dataset +from torchvision import transforms + + +class MNISTDataDictWrapper(Dataset): + def __init__(self, dset): + super().__init__() + self.dset = dset + + def __getitem__(self, i): + x, y = self.dset[i] + return {"jpg": x, "cls": y} + + def __len__(self): + return len(self.dset) + + +class MNISTLoader(pl.LightningDataModule): + def __init__(self, batch_size, num_workers=0, prefetch_factor=2, shuffle=True): + super().__init__() + + transform = transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ) + + self.batch_size = batch_size + self.num_workers = num_workers + self.prefetch_factor = prefetch_factor if num_workers > 0 else 0 + self.shuffle = shuffle + self.train_dataset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", train=True, download=True, transform=transform + ) + ) + self.test_dataset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", train=False, download=True, transform=transform + ) + ) + + def prepare_data(self): + pass + + def train_dataloader(self): + return DataLoader( + self.train_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + def test_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + def val_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + +if __name__ == "__main__": + dset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", + train=False, + download=True, + transform=transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ), + ) + ) + ex = dset[0] diff --git a/generative_models/sgm/build/lib/models/__init__.py b/generative_models/sgm/build/lib/models/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c410b3747afc208e4204c8f140170e0a7808eace --- /dev/null +++ b/generative_models/sgm/build/lib/models/__init__.py @@ -0,0 +1,2 @@ +from .autoencoder import AutoencodingEngine +from .diffusion import DiffusionEngine diff --git a/generative_models/sgm/build/lib/models/autoencoder.py b/generative_models/sgm/build/lib/models/autoencoder.py new file mode 100644 index 0000000000000000000000000000000000000000..2949b91011a2be7a6b8ca17ce260812f20ce8b75 --- /dev/null +++ b/generative_models/sgm/build/lib/models/autoencoder.py @@ -0,0 +1,615 @@ +import logging +import math +import re +from abc import abstractmethod +from contextlib import contextmanager +from typing import Any, Dict, List, Optional, Tuple, Union + +import pytorch_lightning as pl +import torch +import torch.nn as nn +from einops import rearrange +from packaging import version + +from ..modules.autoencoding.regularizers import AbstractRegularizer +from ..modules.ema import LitEma +from ..util import (default, get_nested_attribute, get_obj_from_str, + instantiate_from_config) + +logpy = logging.getLogger(__name__) + + +class AbstractAutoencoder(pl.LightningModule): + """ + This is the base class for all autoencoders, including image autoencoders, image autoencoders with discriminators, + unCLIP models, etc. Hence, it is fairly general, and specific features + (e.g. discriminator training, encoding, decoding) must be implemented in subclasses. + """ + + def __init__( + self, + ema_decay: Union[None, float] = None, + monitor: Union[None, str] = None, + input_key: str = "jpg", + ): + super().__init__() + + self.input_key = input_key + self.use_ema = ema_decay is not None + if monitor is not None: + self.monitor = monitor + + if self.use_ema: + self.model_ema = LitEma(self, decay=ema_decay) + logpy.info(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") + + if version.parse(torch.__version__) >= version.parse("2.0.0"): + self.automatic_optimization = False + + def apply_ckpt(self, ckpt: Union[None, str, dict]): + if ckpt is None: + return + if isinstance(ckpt, str): + ckpt = { + "target": "sgm.modules.checkpoint.CheckpointEngine", + "params": {"ckpt_path": ckpt}, + } + engine = instantiate_from_config(ckpt) + engine(self) + + @abstractmethod + def get_input(self, batch) -> Any: + raise NotImplementedError() + + def on_train_batch_end(self, *args, **kwargs): + # for EMA computation + if self.use_ema: + self.model_ema(self) + + @contextmanager + def ema_scope(self, context=None): + if self.use_ema: + self.model_ema.store(self.parameters()) + self.model_ema.copy_to(self) + if context is not None: + logpy.info(f"{context}: Switched to EMA weights") + try: + yield None + finally: + if self.use_ema: + self.model_ema.restore(self.parameters()) + if context is not None: + logpy.info(f"{context}: Restored training weights") + + @abstractmethod + def encode(self, *args, **kwargs) -> torch.Tensor: + raise NotImplementedError("encode()-method of abstract base class called") + + @abstractmethod + def decode(self, *args, **kwargs) -> torch.Tensor: + raise NotImplementedError("decode()-method of abstract base class called") + + def instantiate_optimizer_from_config(self, params, lr, cfg): + logpy.info(f"loading >>> {cfg['target']} <<< optimizer from config") + return get_obj_from_str(cfg["target"])( + params, lr=lr, **cfg.get("params", dict()) + ) + + def configure_optimizers(self) -> Any: + raise NotImplementedError() + + +class AutoencodingEngine(AbstractAutoencoder): + """ + Base class for all image autoencoders that we train, like VQGAN or AutoencoderKL + (we also restore them explicitly as special cases for legacy reasons). + Regularizations such as KL or VQ are moved to the regularizer class. + """ + + def __init__( + self, + *args, + encoder_config: Dict, + decoder_config: Dict, + loss_config: Dict, + regularizer_config: Dict, + optimizer_config: Union[Dict, None] = None, + lr_g_factor: float = 1.0, + trainable_ae_params: Optional[List[List[str]]] = None, + ae_optimizer_args: Optional[List[dict]] = None, + trainable_disc_params: Optional[List[List[str]]] = None, + disc_optimizer_args: Optional[List[dict]] = None, + disc_start_iter: int = 0, + diff_boost_factor: float = 3.0, + ckpt_engine: Union[None, str, dict] = None, + ckpt_path: Optional[str] = None, + additional_decode_keys: Optional[List[str]] = None, + **kwargs, + ): + super().__init__(*args, **kwargs) + self.automatic_optimization = False # pytorch lightning + + self.encoder: torch.nn.Module = instantiate_from_config(encoder_config) + self.decoder: torch.nn.Module = instantiate_from_config(decoder_config) + self.loss: torch.nn.Module = instantiate_from_config(loss_config) + self.regularization: AbstractRegularizer = instantiate_from_config( + regularizer_config + ) + self.optimizer_config = default( + optimizer_config, {"target": "torch.optim.Adam"} + ) + self.diff_boost_factor = diff_boost_factor + self.disc_start_iter = disc_start_iter + self.lr_g_factor = lr_g_factor + self.trainable_ae_params = trainable_ae_params + if self.trainable_ae_params is not None: + self.ae_optimizer_args = default( + ae_optimizer_args, + [{} for _ in range(len(self.trainable_ae_params))], + ) + assert len(self.ae_optimizer_args) == len(self.trainable_ae_params) + else: + self.ae_optimizer_args = [{}] # makes type consitent + + self.trainable_disc_params = trainable_disc_params + if self.trainable_disc_params is not None: + self.disc_optimizer_args = default( + disc_optimizer_args, + [{} for _ in range(len(self.trainable_disc_params))], + ) + assert len(self.disc_optimizer_args) == len(self.trainable_disc_params) + else: + self.disc_optimizer_args = [{}] # makes type consitent + + if ckpt_path is not None: + assert ckpt_engine is None, "Can't set ckpt_engine and ckpt_path" + logpy.warn("Checkpoint path is deprecated, use `checkpoint_egnine` instead") + self.apply_ckpt(default(ckpt_path, ckpt_engine)) + self.additional_decode_keys = set(default(additional_decode_keys, [])) + + def get_input(self, batch: Dict) -> torch.Tensor: + # assuming unified data format, dataloader returns a dict. + # image tensors should be scaled to -1 ... 1 and in channels-first + # format (e.g., bchw instead if bhwc) + return batch[self.input_key] + + def get_autoencoder_params(self) -> list: + params = [] + if hasattr(self.loss, "get_trainable_autoencoder_parameters"): + params += list(self.loss.get_trainable_autoencoder_parameters()) + if hasattr(self.regularization, "get_trainable_parameters"): + params += list(self.regularization.get_trainable_parameters()) + params = params + list(self.encoder.parameters()) + params = params + list(self.decoder.parameters()) + return params + + def get_discriminator_params(self) -> list: + if hasattr(self.loss, "get_trainable_parameters"): + params = list(self.loss.get_trainable_parameters()) # e.g., discriminator + else: + params = [] + return params + + def get_last_layer(self): + return self.decoder.get_last_layer() + + def encode( + self, + x: torch.Tensor, + return_reg_log: bool = False, + unregularized: bool = False, + ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]: + z = self.encoder(x) + if unregularized: + return z, dict() + z, reg_log = self.regularization(z) + if return_reg_log: + return z, reg_log + return z + + def decode(self, z: torch.Tensor, **kwargs) -> torch.Tensor: + x = self.decoder(z, **kwargs) + return x + + def forward( + self, x: torch.Tensor, **additional_decode_kwargs + ) -> Tuple[torch.Tensor, torch.Tensor, dict]: + z, reg_log = self.encode(x, return_reg_log=True) + dec = self.decode(z, **additional_decode_kwargs) + return z, dec, reg_log + + def inner_training_step( + self, batch: dict, batch_idx: int, optimizer_idx: int = 0 + ) -> torch.Tensor: + x = self.get_input(batch) + additional_decode_kwargs = { + key: batch[key] for key in self.additional_decode_keys.intersection(batch) + } + z, xrec, regularization_log = self(x, **additional_decode_kwargs) + if hasattr(self.loss, "forward_keys"): + extra_info = { + "z": z, + "optimizer_idx": optimizer_idx, + "global_step": self.global_step, + "last_layer": self.get_last_layer(), + "split": "train", + "regularization_log": regularization_log, + "autoencoder": self, + } + extra_info = {k: extra_info[k] for k in self.loss.forward_keys} + else: + extra_info = dict() + + if optimizer_idx == 0: + # autoencode + out_loss = self.loss(x, xrec, **extra_info) + if isinstance(out_loss, tuple): + aeloss, log_dict_ae = out_loss + else: + # simple loss function + aeloss = out_loss + log_dict_ae = {"train/loss/rec": aeloss.detach()} + + self.log_dict( + log_dict_ae, + prog_bar=False, + logger=True, + on_step=True, + on_epoch=True, + sync_dist=False, + ) + self.log( + "loss", + aeloss.mean().detach(), + prog_bar=True, + logger=False, + on_epoch=False, + on_step=True, + ) + return aeloss + elif optimizer_idx == 1: + # discriminator + discloss, log_dict_disc = self.loss(x, xrec, **extra_info) + # -> discriminator always needs to return a tuple + self.log_dict( + log_dict_disc, prog_bar=False, logger=True, on_step=True, on_epoch=True + ) + return discloss + else: + raise NotImplementedError(f"Unknown optimizer {optimizer_idx}") + + def training_step(self, batch: dict, batch_idx: int): + opts = self.optimizers() + if not isinstance(opts, list): + # Non-adversarial case + opts = [opts] + optimizer_idx = batch_idx % len(opts) + if self.global_step < self.disc_start_iter: + optimizer_idx = 0 + opt = opts[optimizer_idx] + opt.zero_grad() + with opt.toggle_model(): + loss = self.inner_training_step( + batch, batch_idx, optimizer_idx=optimizer_idx + ) + self.manual_backward(loss) + opt.step() + + def validation_step(self, batch: dict, batch_idx: int) -> Dict: + log_dict = self._validation_step(batch, batch_idx) + with self.ema_scope(): + log_dict_ema = self._validation_step(batch, batch_idx, postfix="_ema") + log_dict.update(log_dict_ema) + return log_dict + + def _validation_step(self, batch: dict, batch_idx: int, postfix: str = "") -> Dict: + x = self.get_input(batch) + + z, xrec, regularization_log = self(x) + if hasattr(self.loss, "forward_keys"): + extra_info = { + "z": z, + "optimizer_idx": 0, + "global_step": self.global_step, + "last_layer": self.get_last_layer(), + "split": "val" + postfix, + "regularization_log": regularization_log, + "autoencoder": self, + } + extra_info = {k: extra_info[k] for k in self.loss.forward_keys} + else: + extra_info = dict() + out_loss = self.loss(x, xrec, **extra_info) + if isinstance(out_loss, tuple): + aeloss, log_dict_ae = out_loss + else: + # simple loss function + aeloss = out_loss + log_dict_ae = {f"val{postfix}/loss/rec": aeloss.detach()} + full_log_dict = log_dict_ae + + if "optimizer_idx" in extra_info: + extra_info["optimizer_idx"] = 1 + discloss, log_dict_disc = self.loss(x, xrec, **extra_info) + full_log_dict.update(log_dict_disc) + self.log( + f"val{postfix}/loss/rec", + log_dict_ae[f"val{postfix}/loss/rec"], + sync_dist=True, + ) + self.log_dict(full_log_dict, sync_dist=True) + return full_log_dict + + def get_param_groups( + self, parameter_names: List[List[str]], optimizer_args: List[dict] + ) -> Tuple[List[Dict[str, Any]], int]: + groups = [] + num_params = 0 + for names, args in zip(parameter_names, optimizer_args): + params = [] + for pattern_ in names: + pattern_params = [] + pattern = re.compile(pattern_) + for p_name, param in self.named_parameters(): + if re.match(pattern, p_name): + pattern_params.append(param) + num_params += param.numel() + if len(pattern_params) == 0: + logpy.warn(f"Did not find parameters for pattern {pattern_}") + params.extend(pattern_params) + groups.append({"params": params, **args}) + return groups, num_params + + def configure_optimizers(self) -> List[torch.optim.Optimizer]: + if self.trainable_ae_params is None: + ae_params = self.get_autoencoder_params() + else: + ae_params, num_ae_params = self.get_param_groups( + self.trainable_ae_params, self.ae_optimizer_args + ) + logpy.info(f"Number of trainable autoencoder parameters: {num_ae_params:,}") + if self.trainable_disc_params is None: + disc_params = self.get_discriminator_params() + else: + disc_params, num_disc_params = self.get_param_groups( + self.trainable_disc_params, self.disc_optimizer_args + ) + logpy.info( + f"Number of trainable discriminator parameters: {num_disc_params:,}" + ) + opt_ae = self.instantiate_optimizer_from_config( + ae_params, + default(self.lr_g_factor, 1.0) * self.learning_rate, + self.optimizer_config, + ) + opts = [opt_ae] + if len(disc_params) > 0: + opt_disc = self.instantiate_optimizer_from_config( + disc_params, self.learning_rate, self.optimizer_config + ) + opts.append(opt_disc) + + return opts + + @torch.no_grad() + def log_images( + self, batch: dict, additional_log_kwargs: Optional[Dict] = None, **kwargs + ) -> dict: + log = dict() + additional_decode_kwargs = {} + x = self.get_input(batch) + additional_decode_kwargs.update( + {key: batch[key] for key in self.additional_decode_keys.intersection(batch)} + ) + + _, xrec, _ = self(x, **additional_decode_kwargs) + log["inputs"] = x + log["reconstructions"] = xrec + diff = 0.5 * torch.abs(torch.clamp(xrec, -1.0, 1.0) - x) + diff.clamp_(0, 1.0) + log["diff"] = 2.0 * diff - 1.0 + # diff_boost shows location of small errors, by boosting their + # brightness. + log["diff_boost"] = ( + 2.0 * torch.clamp(self.diff_boost_factor * diff, 0.0, 1.0) - 1 + ) + if hasattr(self.loss, "log_images"): + log.update(self.loss.log_images(x, xrec)) + with self.ema_scope(): + _, xrec_ema, _ = self(x, **additional_decode_kwargs) + log["reconstructions_ema"] = xrec_ema + diff_ema = 0.5 * torch.abs(torch.clamp(xrec_ema, -1.0, 1.0) - x) + diff_ema.clamp_(0, 1.0) + log["diff_ema"] = 2.0 * diff_ema - 1.0 + log["diff_boost_ema"] = ( + 2.0 * torch.clamp(self.diff_boost_factor * diff_ema, 0.0, 1.0) - 1 + ) + if additional_log_kwargs: + additional_decode_kwargs.update(additional_log_kwargs) + _, xrec_add, _ = self(x, **additional_decode_kwargs) + log_str = "reconstructions-" + "-".join( + [f"{key}={additional_log_kwargs[key]}" for key in additional_log_kwargs] + ) + log[log_str] = xrec_add + return log + + +class AutoencodingEngineLegacy(AutoencodingEngine): + def __init__(self, embed_dim: int, **kwargs): + self.max_batch_size = kwargs.pop("max_batch_size", None) + ddconfig = kwargs.pop("ddconfig") + ckpt_path = kwargs.pop("ckpt_path", None) + ckpt_engine = kwargs.pop("ckpt_engine", None) + super().__init__( + encoder_config={ + "target": "sgm.modules.diffusionmodules.model.Encoder", + "params": ddconfig, + }, + decoder_config={ + "target": "sgm.modules.diffusionmodules.model.Decoder", + "params": ddconfig, + }, + **kwargs, + ) + self.quant_conv = torch.nn.Conv2d( + (1 + ddconfig["double_z"]) * ddconfig["z_channels"], + (1 + ddconfig["double_z"]) * embed_dim, + 1, + ) + self.post_quant_conv = torch.nn.Conv2d(embed_dim, ddconfig["z_channels"], 1) + self.embed_dim = embed_dim + + self.apply_ckpt(default(ckpt_path, ckpt_engine)) + + def get_autoencoder_params(self) -> list: + params = super().get_autoencoder_params() + return params + + def encode( + self, x: torch.Tensor, return_reg_log: bool = False + ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]: + if self.max_batch_size is None: + z = self.encoder(x) + z = self.quant_conv(z) + else: + N = x.shape[0] + bs = self.max_batch_size + n_batches = int(math.ceil(N / bs)) + z = list() + for i_batch in range(n_batches): + z_batch = self.encoder(x[i_batch * bs : (i_batch + 1) * bs]) + z_batch = self.quant_conv(z_batch) + z.append(z_batch) + z = torch.cat(z, 0) + + z, reg_log = self.regularization(z) + if return_reg_log: + return z, reg_log + return z + + def decode(self, z: torch.Tensor, **decoder_kwargs) -> torch.Tensor: + if self.max_batch_size is None: + dec = self.post_quant_conv(z) + dec = self.decoder(dec, **decoder_kwargs) + else: + N = z.shape[0] + bs = self.max_batch_size + n_batches = int(math.ceil(N / bs)) + dec = list() + for i_batch in range(n_batches): + dec_batch = self.post_quant_conv(z[i_batch * bs : (i_batch + 1) * bs]) + dec_batch = self.decoder(dec_batch, **decoder_kwargs) + dec.append(dec_batch) + dec = torch.cat(dec, 0) + + return dec + + +class AutoencoderKL(AutoencodingEngineLegacy): + def __init__(self, **kwargs): + if "lossconfig" in kwargs: + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers" + ".DiagonalGaussianRegularizer" + ) + }, + **kwargs, + ) + + +class AutoencoderLegacyVQ(AutoencodingEngineLegacy): + def __init__( + self, + embed_dim: int, + n_embed: int, + sane_index_shape: bool = False, + **kwargs, + ): + if "lossconfig" in kwargs: + logpy.warn(f"Parameter `lossconfig` is deprecated, use `loss_config`.") + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers.quantize" ".VectorQuantizer" + ), + "params": { + "n_e": n_embed, + "e_dim": embed_dim, + "sane_index_shape": sane_index_shape, + }, + }, + **kwargs, + ) + + +class IdentityFirstStage(AbstractAutoencoder): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + def get_input(self, x: Any) -> Any: + return x + + def encode(self, x: Any, *args, **kwargs) -> Any: + return x + + def decode(self, x: Any, *args, **kwargs) -> Any: + return x + + +class AEIntegerWrapper(nn.Module): + def __init__( + self, + model: nn.Module, + shape: Union[None, Tuple[int, int], List[int]] = (16, 16), + regularization_key: str = "regularization", + encoder_kwargs: Optional[Dict[str, Any]] = None, + ): + super().__init__() + self.model = model + assert hasattr(model, "encode") and hasattr( + model, "decode" + ), "Need AE interface" + self.regularization = get_nested_attribute(model, regularization_key) + self.shape = shape + self.encoder_kwargs = default(encoder_kwargs, {"return_reg_log": True}) + + def encode(self, x) -> torch.Tensor: + assert ( + not self.training + ), f"{self.__class__.__name__} only supports inference currently" + _, log = self.model.encode(x, **self.encoder_kwargs) + assert isinstance(log, dict) + inds = log["min_encoding_indices"] + return rearrange(inds, "b ... -> b (...)") + + def decode( + self, inds: torch.Tensor, shape: Union[None, tuple, list] = None + ) -> torch.Tensor: + # expect inds shape (b, s) with s = h*w + shape = default(shape, self.shape) # Optional[(h, w)] + if shape is not None: + assert len(shape) == 2, f"Unhandeled shape {shape}" + inds = rearrange(inds, "b (h w) -> b h w", h=shape[0], w=shape[1]) + h = self.regularization.get_codebook_entry(inds) # (b, h, w, c) + h = rearrange(h, "b h w c -> b c h w") + return self.model.decode(h) + + +class AutoencoderKLModeOnly(AutoencodingEngineLegacy): + def __init__(self, **kwargs): + if "lossconfig" in kwargs: + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers" + ".DiagonalGaussianRegularizer" + ), + "params": {"sample": False}, + }, + **kwargs, + ) diff --git a/generative_models/sgm/build/lib/models/diffusion.py b/generative_models/sgm/build/lib/models/diffusion.py new file mode 100644 index 0000000000000000000000000000000000000000..2f3efd3c7e1e37bf4f78673ae72021f1f968e116 --- /dev/null +++ b/generative_models/sgm/build/lib/models/diffusion.py @@ -0,0 +1,341 @@ +import math +from contextlib import contextmanager +from typing import Any, Dict, List, Optional, Tuple, Union + +import pytorch_lightning as pl +import torch +from omegaconf import ListConfig, OmegaConf +from safetensors.torch import load_file as load_safetensors +from torch.optim.lr_scheduler import LambdaLR + +from ..modules import UNCONDITIONAL_CONFIG +from ..modules.autoencoding.temporal_ae import VideoDecoder +from ..modules.diffusionmodules.wrappers import OPENAIUNETWRAPPER +from ..modules.ema import LitEma +from ..util import (default, disabled_train, get_obj_from_str, + instantiate_from_config, log_txt_as_img) + + +class DiffusionEngine(pl.LightningModule): + def __init__( + self, + network_config, + denoiser_config, + first_stage_config, + conditioner_config: Union[None, Dict, ListConfig, OmegaConf] = None, + sampler_config: Union[None, Dict, ListConfig, OmegaConf] = None, + optimizer_config: Union[None, Dict, ListConfig, OmegaConf] = None, + scheduler_config: Union[None, Dict, ListConfig, OmegaConf] = None, + loss_fn_config: Union[None, Dict, ListConfig, OmegaConf] = None, + network_wrapper: Union[None, str] = None, + ckpt_path: Union[None, str] = None, + use_ema: bool = False, + ema_decay_rate: float = 0.9999, + scale_factor: float = 1.0, + disable_first_stage_autocast=False, + input_key: str = "jpg", + log_keys: Union[List, None] = None, + no_cond_log: bool = False, + compile_model: bool = False, + en_and_decode_n_samples_a_time: Optional[int] = None, + ): + super().__init__() + self.log_keys = log_keys + self.input_key = input_key + self.optimizer_config = default( + optimizer_config, {"target": "torch.optim.AdamW"} + ) + model = instantiate_from_config(network_config) + self.model = get_obj_from_str(default(network_wrapper, OPENAIUNETWRAPPER))( + model, compile_model=compile_model + ) + + self.denoiser = instantiate_from_config(denoiser_config) + self.sampler = ( + instantiate_from_config(sampler_config) + if sampler_config is not None + else None + ) + self.conditioner = instantiate_from_config( + default(conditioner_config, UNCONDITIONAL_CONFIG) + ) + self.scheduler_config = scheduler_config + self._init_first_stage(first_stage_config) + + self.loss_fn = ( + instantiate_from_config(loss_fn_config) + if loss_fn_config is not None + else None + ) + + self.use_ema = use_ema + if self.use_ema: + self.model_ema = LitEma(self.model, decay=ema_decay_rate) + print(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") + + self.scale_factor = scale_factor + self.disable_first_stage_autocast = disable_first_stage_autocast + self.no_cond_log = no_cond_log + + if ckpt_path is not None: + self.init_from_ckpt(ckpt_path) + + self.en_and_decode_n_samples_a_time = en_and_decode_n_samples_a_time + + def init_from_ckpt( + self, + path: str, + ) -> None: + if path.endswith("ckpt"): + sd = torch.load(path, map_location="cpu")["state_dict"] + elif path.endswith("safetensors"): + sd = load_safetensors(path) + else: + raise NotImplementedError + + missing, unexpected = self.load_state_dict(sd, strict=False) + print( + f"Restored from {path} with {len(missing)} missing and {len(unexpected)} unexpected keys" + ) + if len(missing) > 0: + print(f"Missing Keys: {missing}") + if len(unexpected) > 0: + print(f"Unexpected Keys: {unexpected}") + + def _init_first_stage(self, config): + model = instantiate_from_config(config).eval() + model.train = disabled_train + for param in model.parameters(): + param.requires_grad = False + self.first_stage_model = model + + def get_input(self, batch): + # assuming unified data format, dataloader returns a dict. + # image tensors should be scaled to -1 ... 1 and in bchw format + return batch[self.input_key] + + @torch.no_grad() + def decode_first_stage(self, z): + z = 1.0 / self.scale_factor * z + n_samples = default(self.en_and_decode_n_samples_a_time, z.shape[0]) + + n_rounds = math.ceil(z.shape[0] / n_samples) + all_out = [] + with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): + for n in range(n_rounds): + if isinstance(self.first_stage_model.decoder, VideoDecoder): + kwargs = {"timesteps": len(z[n * n_samples : (n + 1) * n_samples])} + else: + kwargs = {} + out = self.first_stage_model.decode( + z[n * n_samples : (n + 1) * n_samples], **kwargs + ) + all_out.append(out) + out = torch.cat(all_out, dim=0) + return out + + @torch.no_grad() + def encode_first_stage(self, x): + n_samples = default(self.en_and_decode_n_samples_a_time, x.shape[0]) + n_rounds = math.ceil(x.shape[0] / n_samples) + all_out = [] + with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): + for n in range(n_rounds): + out = self.first_stage_model.encode( + x[n * n_samples : (n + 1) * n_samples] + ) + all_out.append(out) + z = torch.cat(all_out, dim=0) + z = self.scale_factor * z + return z + + def forward(self, x, batch): + loss = self.loss_fn(self.model, self.denoiser, self.conditioner, x, batch) + loss_mean = loss.mean() + loss_dict = {"loss": loss_mean} + return loss_mean, loss_dict + + def shared_step(self, batch: Dict) -> Any: + x = self.get_input(batch) + x = self.encode_first_stage(x) + batch["global_step"] = self.global_step + loss, loss_dict = self(x, batch) + return loss, loss_dict + + def training_step(self, batch, batch_idx): + loss, loss_dict = self.shared_step(batch) + + self.log_dict( + loss_dict, prog_bar=True, logger=True, on_step=True, on_epoch=False + ) + + self.log( + "global_step", + self.global_step, + prog_bar=True, + logger=True, + on_step=True, + on_epoch=False, + ) + + if self.scheduler_config is not None: + lr = self.optimizers().param_groups[0]["lr"] + self.log( + "lr_abs", lr, prog_bar=True, logger=True, on_step=True, on_epoch=False + ) + + return loss + + def on_train_start(self, *args, **kwargs): + if self.sampler is None or self.loss_fn is None: + raise ValueError("Sampler and loss function need to be set for training.") + + def on_train_batch_end(self, *args, **kwargs): + if self.use_ema: + self.model_ema(self.model) + + @contextmanager + def ema_scope(self, context=None): + if self.use_ema: + self.model_ema.store(self.model.parameters()) + self.model_ema.copy_to(self.model) + if context is not None: + print(f"{context}: Switched to EMA weights") + try: + yield None + finally: + if self.use_ema: + self.model_ema.restore(self.model.parameters()) + if context is not None: + print(f"{context}: Restored training weights") + + def instantiate_optimizer_from_config(self, params, lr, cfg): + return get_obj_from_str(cfg["target"])( + params, lr=lr, **cfg.get("params", dict()) + ) + + def configure_optimizers(self): + lr = self.learning_rate + params = list(self.model.parameters()) + for embedder in self.conditioner.embedders: + if embedder.is_trainable: + params = params + list(embedder.parameters()) + opt = self.instantiate_optimizer_from_config(params, lr, self.optimizer_config) + if self.scheduler_config is not None: + scheduler = instantiate_from_config(self.scheduler_config) + print("Setting up LambdaLR scheduler...") + scheduler = [ + { + "scheduler": LambdaLR(opt, lr_lambda=scheduler.schedule), + "interval": "step", + "frequency": 1, + } + ] + return [opt], scheduler + return opt + + @torch.no_grad() + def sample( + self, + cond: Dict, + uc: Union[Dict, None] = None, + batch_size: int = 16, + shape: Union[None, Tuple, List] = None, + **kwargs, + ): + randn = torch.randn(batch_size, *shape).to(self.device) + + denoiser = lambda input, sigma, c: self.denoiser( + self.model, input, sigma, c, **kwargs + ) + samples = self.sampler(denoiser, randn, cond, uc=uc) + return samples + + @torch.no_grad() + def log_conditionings(self, batch: Dict, n: int) -> Dict: + """ + Defines heuristics to log different conditionings. + These can be lists of strings (text-to-image), tensors, ints, ... + """ + image_h, image_w = batch[self.input_key].shape[2:] + log = dict() + + for embedder in self.conditioner.embedders: + if ( + (self.log_keys is None) or (embedder.input_key in self.log_keys) + ) and not self.no_cond_log: + x = batch[embedder.input_key][:n] + if isinstance(x, torch.Tensor): + if x.dim() == 1: + # class-conditional, convert integer to string + x = [str(x[i].item()) for i in range(x.shape[0])] + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 4) + elif x.dim() == 2: + # size and crop cond and the like + x = [ + "x".join([str(xx) for xx in x[i].tolist()]) + for i in range(x.shape[0]) + ] + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) + else: + raise NotImplementedError() + elif isinstance(x, (List, ListConfig)): + if isinstance(x[0], str): + # strings + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) + else: + raise NotImplementedError() + else: + raise NotImplementedError() + log[embedder.input_key] = xc + return log + + @torch.no_grad() + def log_images( + self, + batch: Dict, + N: int = 8, + sample: bool = True, + ucg_keys: List[str] = None, + **kwargs, + ) -> Dict: + conditioner_input_keys = [e.input_key for e in self.conditioner.embedders] + if ucg_keys: + assert all(map(lambda x: x in conditioner_input_keys, ucg_keys)), ( + "Each defined ucg key for sampling must be in the provided conditioner input keys," + f"but we have {ucg_keys} vs. {conditioner_input_keys}" + ) + else: + ucg_keys = conditioner_input_keys + log = dict() + + x = self.get_input(batch) + + c, uc = self.conditioner.get_unconditional_conditioning( + batch, + force_uc_zero_embeddings=ucg_keys + if len(self.conditioner.embedders) > 0 + else [], + ) + + sampling_kwargs = {} + + N = min(x.shape[0], N) + x = x.to(self.device)[:N] + log["inputs"] = x + z = self.encode_first_stage(x) + log["reconstructions"] = self.decode_first_stage(z) + log.update(self.log_conditionings(batch, N)) + + for k in c: + if isinstance(c[k], torch.Tensor): + c[k], uc[k] = map(lambda y: y[k][:N].to(self.device), (c, uc)) + + if sample: + with self.ema_scope("Plotting"): + samples = self.sample( + c, shape=z.shape[1:], uc=uc, batch_size=N, **sampling_kwargs + ) + samples = self.decode_first_stage(samples) + log["samples"] = samples + return log diff --git a/generative_models/sgm/build/lib/modules/__init__.py b/generative_models/sgm/build/lib/modules/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0db1d7716a6e48f77b86a4b59c9289d6fb76b50b --- /dev/null +++ b/generative_models/sgm/build/lib/modules/__init__.py @@ -0,0 +1,6 @@ +from .encoders.modules import GeneralConditioner + +UNCONDITIONAL_CONFIG = { + "target": "sgm.modules.GeneralConditioner", + "params": {"emb_models": []}, +} diff --git a/generative_models/sgm/build/lib/modules/attention.py b/generative_models/sgm/build/lib/modules/attention.py new file mode 100644 index 0000000000000000000000000000000000000000..52a50b7bd744bea0f0cdca23b0cfd14ad87794be --- /dev/null +++ b/generative_models/sgm/build/lib/modules/attention.py @@ -0,0 +1,759 @@ +import logging +import math +from inspect import isfunction +from typing import Any, Optional + +import torch +import torch.nn.functional as F +from einops import rearrange, repeat +from packaging import version +from torch import nn +from torch.utils.checkpoint import checkpoint + +logpy = logging.getLogger(__name__) + +if version.parse(torch.__version__) >= version.parse("2.0.0"): + SDP_IS_AVAILABLE = True + from torch.backends.cuda import SDPBackend, sdp_kernel + + BACKEND_MAP = { + SDPBackend.MATH: { + "enable_math": True, + "enable_flash": False, + "enable_mem_efficient": False, + }, + SDPBackend.FLASH_ATTENTION: { + "enable_math": False, + "enable_flash": True, + "enable_mem_efficient": False, + }, + SDPBackend.EFFICIENT_ATTENTION: { + "enable_math": False, + "enable_flash": False, + "enable_mem_efficient": True, + }, + None: {"enable_math": True, "enable_flash": True, "enable_mem_efficient": True}, + } +else: + from contextlib import nullcontext + + SDP_IS_AVAILABLE = False + sdp_kernel = nullcontext + BACKEND_MAP = {} + logpy.warn( + f"No SDP backend available, likely because you are running in pytorch " + f"versions < 2.0. In fact, you are using PyTorch {torch.__version__}. " + f"You might want to consider upgrading." + ) + +try: + import xformers + import xformers.ops + + XFORMERS_IS_AVAILABLE = True +except: + XFORMERS_IS_AVAILABLE = False + logpy.warn("no module 'xformers'. Processing without...") + +# from .diffusionmodules.util import mixed_checkpoint as checkpoint + + +def exists(val): + return val is not None + + +def uniq(arr): + return {el: True for el in arr}.keys() + + +def default(val, d): + if exists(val): + return val + return d() if isfunction(d) else d + + +def max_neg_value(t): + return -torch.finfo(t.dtype).max + + +def init_(tensor): + dim = tensor.shape[-1] + std = 1 / math.sqrt(dim) + tensor.uniform_(-std, std) + return tensor + + +# feedforward +class GEGLU(nn.Module): + def __init__(self, dim_in, dim_out): + super().__init__() + self.proj = nn.Linear(dim_in, dim_out * 2) + + def forward(self, x): + x, gate = self.proj(x).chunk(2, dim=-1) + return x * F.gelu(gate) + + +class FeedForward(nn.Module): + def __init__(self, dim, dim_out=None, mult=4, glu=False, dropout=0.0): + super().__init__() + inner_dim = int(dim * mult) + dim_out = default(dim_out, dim) + project_in = ( + nn.Sequential(nn.Linear(dim, inner_dim), nn.GELU()) + if not glu + else GEGLU(dim, inner_dim) + ) + + self.net = nn.Sequential( + project_in, nn.Dropout(dropout), nn.Linear(inner_dim, dim_out) + ) + + def forward(self, x): + return self.net(x) + + +def zero_module(module): + """ + Zero out the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().zero_() + return module + + +def Normalize(in_channels): + return torch.nn.GroupNorm( + num_groups=32, num_channels=in_channels, eps=1e-6, affine=True + ) + + +class LinearAttention(nn.Module): + def __init__(self, dim, heads=4, dim_head=32): + super().__init__() + self.heads = heads + hidden_dim = dim_head * heads + self.to_qkv = nn.Conv2d(dim, hidden_dim * 3, 1, bias=False) + self.to_out = nn.Conv2d(hidden_dim, dim, 1) + + def forward(self, x): + b, c, h, w = x.shape + qkv = self.to_qkv(x) + q, k, v = rearrange( + qkv, "b (qkv heads c) h w -> qkv b heads c (h w)", heads=self.heads, qkv=3 + ) + k = k.softmax(dim=-1) + context = torch.einsum("bhdn,bhen->bhde", k, v) + out = torch.einsum("bhde,bhdn->bhen", context, q) + out = rearrange( + out, "b heads c (h w) -> b (heads c) h w", heads=self.heads, h=h, w=w + ) + return self.to_out(out) + + +class SelfAttention(nn.Module): + ATTENTION_MODES = ("xformers", "torch", "math") + + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + qk_scale: Optional[float] = None, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + attn_mode: str = "xformers", + ): + super().__init__() + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = qk_scale or head_dim**-0.5 + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) + assert attn_mode in self.ATTENTION_MODES + self.attn_mode = attn_mode + + def forward(self, x: torch.Tensor) -> torch.Tensor: + B, L, C = x.shape + + qkv = self.qkv(x) + if self.attn_mode == "torch": + qkv = rearrange( + qkv, "B L (K H D) -> K B H L D", K=3, H=self.num_heads + ).float() + q, k, v = qkv[0], qkv[1], qkv[2] # B H L D + x = torch.nn.functional.scaled_dot_product_attention(q, k, v) + x = rearrange(x, "B H L D -> B L (H D)") + elif self.attn_mode == "xformers": + qkv = rearrange(qkv, "B L (K H D) -> K B L H D", K=3, H=self.num_heads) + q, k, v = qkv[0], qkv[1], qkv[2] # B L H D + x = xformers.ops.memory_efficient_attention(q, k, v) + x = rearrange(x, "B L H D -> B L (H D)", H=self.num_heads) + elif self.attn_mode == "math": + qkv = rearrange(qkv, "B L (K H D) -> K B H L D", K=3, H=self.num_heads) + q, k, v = qkv[0], qkv[1], qkv[2] # B H L D + attn = (q @ k.transpose(-2, -1)) * self.scale + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + x = (attn @ v).transpose(1, 2).reshape(B, L, C) + else: + raise NotImplemented + + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class SpatialSelfAttention(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.in_channels = in_channels + + self.norm = Normalize(in_channels) + self.q = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.k = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.v = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.proj_out = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + + def forward(self, x): + h_ = x + h_ = self.norm(h_) + q = self.q(h_) + k = self.k(h_) + v = self.v(h_) + + # compute attention + b, c, h, w = q.shape + q = rearrange(q, "b c h w -> b (h w) c") + k = rearrange(k, "b c h w -> b c (h w)") + w_ = torch.einsum("bij,bjk->bik", q, k) + + w_ = w_ * (int(c) ** (-0.5)) + w_ = torch.nn.functional.softmax(w_, dim=2) + + # attend to values + v = rearrange(v, "b c h w -> b c (h w)") + w_ = rearrange(w_, "b i j -> b j i") + h_ = torch.einsum("bij,bjk->bik", v, w_) + h_ = rearrange(h_, "b c (h w) -> b c h w", h=h) + h_ = self.proj_out(h_) + + return x + h_ + + +class CrossAttention(nn.Module): + def __init__( + self, + query_dim, + context_dim=None, + heads=8, + dim_head=64, + dropout=0.0, + backend=None, + ): + super().__init__() + inner_dim = dim_head * heads + context_dim = default(context_dim, query_dim) + + self.scale = dim_head**-0.5 + self.heads = heads + + self.to_q = nn.Linear(query_dim, inner_dim, bias=False) + self.to_k = nn.Linear(context_dim, inner_dim, bias=False) + self.to_v = nn.Linear(context_dim, inner_dim, bias=False) + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) + ) + self.backend = backend + + def forward( + self, + x, + context=None, + mask=None, + additional_tokens=None, + n_times_crossframe_attn_in_self=0, + ): + h = self.heads + + if additional_tokens is not None: + # get the number of masked tokens at the beginning of the output sequence + n_tokens_to_mask = additional_tokens.shape[1] + # add additional token + x = torch.cat([additional_tokens, x], dim=1) + + q = self.to_q(x) + context = default(context, x) + k = self.to_k(context) + v = self.to_v(context) + + if n_times_crossframe_attn_in_self: + # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 + assert x.shape[0] % n_times_crossframe_attn_in_self == 0 + n_cp = x.shape[0] // n_times_crossframe_attn_in_self + k = repeat( + k[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp + ) + v = repeat( + v[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp + ) + + q, k, v = map(lambda t: rearrange(t, "b n (h d) -> b h n d", h=h), (q, k, v)) + + ## old + """ + sim = einsum('b i d, b j d -> b i j', q, k) * self.scale + del q, k + + if exists(mask): + mask = rearrange(mask, 'b ... -> b (...)') + max_neg_value = -torch.finfo(sim.dtype).max + mask = repeat(mask, 'b j -> (b h) () j', h=h) + sim.masked_fill_(~mask, max_neg_value) + + # attention, what we cannot get enough of + sim = sim.softmax(dim=-1) + + out = einsum('b i j, b j d -> b i d', sim, v) + """ + ## new + with sdp_kernel(**BACKEND_MAP[self.backend]): + # print("dispatching into backend", self.backend, "q/k/v shape: ", q.shape, k.shape, v.shape) + out = F.scaled_dot_product_attention( + q, k, v, attn_mask=mask + ) # scale is dim_head ** -0.5 per default + + del q, k, v + out = rearrange(out, "b h n d -> b n (h d)", h=h) + + if additional_tokens is not None: + # remove additional token + out = out[:, n_tokens_to_mask:] + return self.to_out(out) + + +class MemoryEfficientCrossAttention(nn.Module): + # https://github.com/MatthieuTPHR/diffusers/blob/d80b531ff8060ec1ea982b65a1b8df70f73aa67c/src/diffusers/models/attention.py#L223 + def __init__( + self, query_dim, context_dim=None, heads=8, dim_head=64, dropout=0.0, **kwargs + ): + super().__init__() + logpy.debug( + f"Setting up {self.__class__.__name__}. Query dim is {query_dim}, " + f"context_dim is {context_dim} and using {heads} heads with a " + f"dimension of {dim_head}." + ) + inner_dim = dim_head * heads + context_dim = default(context_dim, query_dim) + + self.heads = heads + self.dim_head = dim_head + + self.to_q = nn.Linear(query_dim, inner_dim, bias=False) + self.to_k = nn.Linear(context_dim, inner_dim, bias=False) + self.to_v = nn.Linear(context_dim, inner_dim, bias=False) + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) + ) + self.attention_op: Optional[Any] = None + + def forward( + self, + x, + context=None, + mask=None, + additional_tokens=None, + n_times_crossframe_attn_in_self=0, + ): + if additional_tokens is not None: + # get the number of masked tokens at the beginning of the output sequence + n_tokens_to_mask = additional_tokens.shape[1] + # add additional token + x = torch.cat([additional_tokens, x], dim=1) + q = self.to_q(x) + context = default(context, x) + k = self.to_k(context) + v = self.to_v(context) + + if n_times_crossframe_attn_in_self: + # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 + assert x.shape[0] % n_times_crossframe_attn_in_self == 0 + # n_cp = x.shape[0]//n_times_crossframe_attn_in_self + k = repeat( + k[::n_times_crossframe_attn_in_self], + "b ... -> (b n) ...", + n=n_times_crossframe_attn_in_self, + ) + v = repeat( + v[::n_times_crossframe_attn_in_self], + "b ... -> (b n) ...", + n=n_times_crossframe_attn_in_self, + ) + + b, _, _ = q.shape + q, k, v = map( + lambda t: t.unsqueeze(3) + .reshape(b, t.shape[1], self.heads, self.dim_head) + .permute(0, 2, 1, 3) + .reshape(b * self.heads, t.shape[1], self.dim_head) + .contiguous(), + (q, k, v), + ) + + # actually compute the attention, what we cannot get enough of + if version.parse(xformers.__version__) >= version.parse("0.0.21"): + # NOTE: workaround for + # https://github.com/facebookresearch/xformers/issues/845 + max_bs = 32768 + N = q.shape[0] + n_batches = math.ceil(N / max_bs) + out = list() + for i_batch in range(n_batches): + batch = slice(i_batch * max_bs, (i_batch + 1) * max_bs) + out.append( + xformers.ops.memory_efficient_attention( + q[batch], + k[batch], + v[batch], + attn_bias=None, + op=self.attention_op, + ) + ) + out = torch.cat(out, 0) + else: + out = xformers.ops.memory_efficient_attention( + q, k, v, attn_bias=None, op=self.attention_op + ) + + # TODO: Use this directly in the attention operation, as a bias + if exists(mask): + raise NotImplementedError + out = ( + out.unsqueeze(0) + .reshape(b, self.heads, out.shape[1], self.dim_head) + .permute(0, 2, 1, 3) + .reshape(b, out.shape[1], self.heads * self.dim_head) + ) + if additional_tokens is not None: + # remove additional token + out = out[:, n_tokens_to_mask:] + return self.to_out(out) + + +class BasicTransformerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, # vanilla attention + "softmax-xformers": MemoryEfficientCrossAttention, # ampere + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + disable_self_attn=False, + attn_mode="softmax", + sdp_backend=None, + ): + super().__init__() + assert attn_mode in self.ATTENTION_MODES + if attn_mode != "softmax" and not XFORMERS_IS_AVAILABLE: + logpy.warn( + f"Attention mode '{attn_mode}' is not available. Falling " + f"back to native attention. This is not a problem in " + f"Pytorch >= 2.0. FYI, you are running with PyTorch " + f"version {torch.__version__}." + ) + attn_mode = "softmax" + elif attn_mode == "softmax" and not SDP_IS_AVAILABLE: + logpy.warn( + "We do not support vanilla attention anymore, as it is too " + "expensive. Sorry." + ) + if not XFORMERS_IS_AVAILABLE: + assert ( + False + ), "Please install xformers via e.g. 'pip install xformers==0.0.16'" + else: + logpy.info("Falling back to xformers efficient attention.") + attn_mode = "softmax-xformers" + attn_cls = self.ATTENTION_MODES[attn_mode] + if version.parse(torch.__version__) >= version.parse("2.0.0"): + assert sdp_backend is None or isinstance(sdp_backend, SDPBackend) + else: + assert sdp_backend is None + self.disable_self_attn = disable_self_attn + self.attn1 = attn_cls( + query_dim=dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + context_dim=context_dim if self.disable_self_attn else None, + backend=sdp_backend, + ) # is a self-attention if not self.disable_self_attn + self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) + self.attn2 = attn_cls( + query_dim=dim, + context_dim=context_dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + backend=sdp_backend, + ) # is self-attn if context is none + self.norm1 = nn.LayerNorm(dim) + self.norm2 = nn.LayerNorm(dim) + self.norm3 = nn.LayerNorm(dim) + self.checkpoint = checkpoint + if self.checkpoint: + logpy.debug(f"{self.__class__.__name__} is using checkpointing") + + def forward( + self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 + ): + kwargs = {"x": x} + + if context is not None: + kwargs.update({"context": context}) + + if additional_tokens is not None: + kwargs.update({"additional_tokens": additional_tokens}) + + if n_times_crossframe_attn_in_self: + kwargs.update( + {"n_times_crossframe_attn_in_self": n_times_crossframe_attn_in_self} + ) + + # return mixed_checkpoint(self._forward, kwargs, self.parameters(), self.checkpoint) + if self.checkpoint: + # inputs = {"x": x, "context": context} + return checkpoint(self._forward, x, context) + # return checkpoint(self._forward, inputs, self.parameters(), self.checkpoint) + else: + return self._forward(**kwargs) + + def _forward( + self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 + ): + x = ( + self.attn1( + self.norm1(x), + context=context if self.disable_self_attn else None, + additional_tokens=additional_tokens, + n_times_crossframe_attn_in_self=n_times_crossframe_attn_in_self + if not self.disable_self_attn + else 0, + ) + + x + ) + x = ( + self.attn2( + self.norm2(x), context=context, additional_tokens=additional_tokens + ) + + x + ) + x = self.ff(self.norm3(x)) + x + return x + + +class BasicTransformerSingleLayerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, # vanilla attention + "softmax-xformers": MemoryEfficientCrossAttention # on the A100s not quite as fast as the above version + # (todo might depend on head_dim, check, falls back to semi-optimized kernels for dim!=[16,32,64,128]) + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + attn_mode="softmax", + ): + super().__init__() + assert attn_mode in self.ATTENTION_MODES + attn_cls = self.ATTENTION_MODES[attn_mode] + self.attn1 = attn_cls( + query_dim=dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + context_dim=context_dim, + ) + self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) + self.norm1 = nn.LayerNorm(dim) + self.norm2 = nn.LayerNorm(dim) + self.checkpoint = checkpoint + + def forward(self, x, context=None): + # inputs = {"x": x, "context": context} + # return checkpoint(self._forward, inputs, self.parameters(), self.checkpoint) + return checkpoint(self._forward, x, context) + + def _forward(self, x, context=None): + x = self.attn1(self.norm1(x), context=context) + x + x = self.ff(self.norm2(x)) + x + return x + + +class SpatialTransformer(nn.Module): + """ + Transformer block for image-like data. + First, project the input (aka embedding) + and reshape to b, t, d. + Then apply standard transformer action. + Finally, reshape to image + NEW: use_linear for more efficiency instead of the 1x1 convs + """ + + def __init__( + self, + in_channels, + n_heads, + d_head, + depth=1, + dropout=0.0, + context_dim=None, + disable_self_attn=False, + use_linear=False, + attn_type="softmax", + use_checkpoint=True, + # sdp_backend=SDPBackend.FLASH_ATTENTION + sdp_backend=None, + ): + super().__init__() + logpy.debug( + f"constructing {self.__class__.__name__} of depth {depth} w/ " + f"{in_channels} channels and {n_heads} heads." + ) + + if exists(context_dim) and not isinstance(context_dim, list): + context_dim = [context_dim] + if exists(context_dim) and isinstance(context_dim, list): + if depth != len(context_dim): + logpy.warn( + f"{self.__class__.__name__}: Found context dims " + f"{context_dim} of depth {len(context_dim)}, which does not " + f"match the specified 'depth' of {depth}. Setting context_dim " + f"to {depth * [context_dim[0]]} now." + ) + # depth does not match context dims. + assert all( + map(lambda x: x == context_dim[0], context_dim) + ), "need homogenous context_dim to match depth automatically" + context_dim = depth * [context_dim[0]] + elif context_dim is None: + context_dim = [None] * depth + self.in_channels = in_channels + inner_dim = n_heads * d_head + self.norm = Normalize(in_channels) + if not use_linear: + self.proj_in = nn.Conv2d( + in_channels, inner_dim, kernel_size=1, stride=1, padding=0 + ) + else: + self.proj_in = nn.Linear(in_channels, inner_dim) + + self.transformer_blocks = nn.ModuleList( + [ + BasicTransformerBlock( + inner_dim, + n_heads, + d_head, + dropout=dropout, + context_dim=context_dim[d], + disable_self_attn=disable_self_attn, + attn_mode=attn_type, + checkpoint=use_checkpoint, + sdp_backend=sdp_backend, + ) + for d in range(depth) + ] + ) + if not use_linear: + self.proj_out = zero_module( + nn.Conv2d(inner_dim, in_channels, kernel_size=1, stride=1, padding=0) + ) + else: + # self.proj_out = zero_module(nn.Linear(in_channels, inner_dim)) + self.proj_out = zero_module(nn.Linear(inner_dim, in_channels)) + self.use_linear = use_linear + + def forward(self, x, context=None): + # note: if no context is given, cross-attention defaults to self-attention + if not isinstance(context, list): + context = [context] + b, c, h, w = x.shape + x_in = x + x = self.norm(x) + if not self.use_linear: + x = self.proj_in(x) + x = rearrange(x, "b c h w -> b (h w) c").contiguous() + if self.use_linear: + x = self.proj_in(x) + for i, block in enumerate(self.transformer_blocks): + if i > 0 and len(context) == 1: + i = 0 # use same context for each block + x = block(x, context=context[i]) + if self.use_linear: + x = self.proj_out(x) + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w).contiguous() + if not self.use_linear: + x = self.proj_out(x) + return x + x_in + + +class SimpleTransformer(nn.Module): + def __init__( + self, + dim: int, + depth: int, + heads: int, + dim_head: int, + context_dim: Optional[int] = None, + dropout: float = 0.0, + checkpoint: bool = True, + ): + super().__init__() + self.layers = nn.ModuleList([]) + for _ in range(depth): + self.layers.append( + BasicTransformerBlock( + dim, + heads, + dim_head, + dropout=dropout, + context_dim=context_dim, + attn_mode="softmax-xformers", + checkpoint=checkpoint, + ) + ) + + def forward( + self, + x: torch.Tensor, + context: Optional[torch.Tensor] = None, + ) -> torch.Tensor: + for layer in self.layers: + x = layer(x, context) + return x diff --git a/generative_models/sgm/build/lib/modules/autoencoding/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/autoencoding/losses/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/losses/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6b316c7aa6ea1c5e31a58987aa3b37b2933eb7e2 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/losses/__init__.py @@ -0,0 +1,7 @@ +__all__ = [ + "GeneralLPIPSWithDiscriminator", + "LatentLPIPS", +] + +from .discriminator_loss import GeneralLPIPSWithDiscriminator +from .lpips import LatentLPIPS diff --git a/generative_models/sgm/build/lib/modules/autoencoding/losses/discriminator_loss.py b/generative_models/sgm/build/lib/modules/autoencoding/losses/discriminator_loss.py new file mode 100644 index 0000000000000000000000000000000000000000..09b6829267bf8e4d98c3f29abdc19e58dcbcbe64 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/losses/discriminator_loss.py @@ -0,0 +1,306 @@ +from typing import Dict, Iterator, List, Optional, Tuple, Union + +import numpy as np +import torch +import torch.nn as nn +import torchvision +from einops import rearrange +from matplotlib import colormaps +from matplotlib import pyplot as plt + +from ....util import default, instantiate_from_config +from ..lpips.loss.lpips import LPIPS +from ..lpips.model.model import weights_init +from ..lpips.vqperceptual import hinge_d_loss, vanilla_d_loss + + +class GeneralLPIPSWithDiscriminator(nn.Module): + def __init__( + self, + disc_start: int, + logvar_init: float = 0.0, + disc_num_layers: int = 3, + disc_in_channels: int = 3, + disc_factor: float = 1.0, + disc_weight: float = 1.0, + perceptual_weight: float = 1.0, + disc_loss: str = "hinge", + scale_input_to_tgt_size: bool = False, + dims: int = 2, + learn_logvar: bool = False, + regularization_weights: Union[None, Dict[str, float]] = None, + additional_log_keys: Optional[List[str]] = None, + discriminator_config: Optional[Dict] = None, + ): + super().__init__() + self.dims = dims + if self.dims > 2: + print( + f"running with dims={dims}. This means that for perceptual loss " + f"calculation, the LPIPS loss will be applied to each frame " + f"independently." + ) + self.scale_input_to_tgt_size = scale_input_to_tgt_size + assert disc_loss in ["hinge", "vanilla"] + self.perceptual_loss = LPIPS().eval() + self.perceptual_weight = perceptual_weight + # output log variance + self.logvar = nn.Parameter( + torch.full((), logvar_init), requires_grad=learn_logvar + ) + self.learn_logvar = learn_logvar + + discriminator_config = default( + discriminator_config, + { + "target": "sgm.modules.autoencoding.lpips.model.model.NLayerDiscriminator", + "params": { + "input_nc": disc_in_channels, + "n_layers": disc_num_layers, + "use_actnorm": False, + }, + }, + ) + + self.discriminator = instantiate_from_config(discriminator_config).apply( + weights_init + ) + self.discriminator_iter_start = disc_start + self.disc_loss = hinge_d_loss if disc_loss == "hinge" else vanilla_d_loss + self.disc_factor = disc_factor + self.discriminator_weight = disc_weight + self.regularization_weights = default(regularization_weights, {}) + + self.forward_keys = [ + "optimizer_idx", + "global_step", + "last_layer", + "split", + "regularization_log", + ] + + self.additional_log_keys = set(default(additional_log_keys, [])) + self.additional_log_keys.update(set(self.regularization_weights.keys())) + + def get_trainable_parameters(self) -> Iterator[nn.Parameter]: + return self.discriminator.parameters() + + def get_trainable_autoencoder_parameters(self) -> Iterator[nn.Parameter]: + if self.learn_logvar: + yield self.logvar + yield from () + + @torch.no_grad() + def log_images( + self, inputs: torch.Tensor, reconstructions: torch.Tensor + ) -> Dict[str, torch.Tensor]: + # calc logits of real/fake + logits_real = self.discriminator(inputs.contiguous().detach()) + if len(logits_real.shape) < 4: + # Non patch-discriminator + return dict() + logits_fake = self.discriminator(reconstructions.contiguous().detach()) + # -> (b, 1, h, w) + + # parameters for colormapping + high = max(logits_fake.abs().max(), logits_real.abs().max()).item() + cmap = colormaps["PiYG"] # diverging colormap + + def to_colormap(logits: torch.Tensor) -> torch.Tensor: + """(b, 1, ...) -> (b, 3, ...)""" + logits = (logits + high) / (2 * high) + logits_np = cmap(logits.cpu().numpy())[..., :3] # truncate alpha channel + # -> (b, 1, ..., 3) + logits = torch.from_numpy(logits_np).to(logits.device) + return rearrange(logits, "b 1 ... c -> b c ...") + + logits_real = torch.nn.functional.interpolate( + logits_real, + size=inputs.shape[-2:], + mode="nearest", + antialias=False, + ) + logits_fake = torch.nn.functional.interpolate( + logits_fake, + size=reconstructions.shape[-2:], + mode="nearest", + antialias=False, + ) + + # alpha value of logits for overlay + alpha_real = torch.abs(logits_real) / high + alpha_fake = torch.abs(logits_fake) / high + # -> (b, 1, h, w) in range [0, 0.5] + # alpha value of lines don't really matter, since the values are the same + # for both images and logits anyway + grid_alpha_real = torchvision.utils.make_grid(alpha_real, nrow=4) + grid_alpha_fake = torchvision.utils.make_grid(alpha_fake, nrow=4) + grid_alpha = 0.8 * torch.cat((grid_alpha_real, grid_alpha_fake), dim=1) + # -> (1, h, w) + # blend logits and images together + + # prepare logits for plotting + logits_real = to_colormap(logits_real) + logits_fake = to_colormap(logits_fake) + # resize logits + # -> (b, 3, h, w) + + # make some grids + # add all logits to one plot + logits_real = torchvision.utils.make_grid(logits_real, nrow=4) + logits_fake = torchvision.utils.make_grid(logits_fake, nrow=4) + # I just love how torchvision calls the number of columns `nrow` + grid_logits = torch.cat((logits_real, logits_fake), dim=1) + # -> (3, h, w) + + grid_images_real = torchvision.utils.make_grid(0.5 * inputs + 0.5, nrow=4) + grid_images_fake = torchvision.utils.make_grid( + 0.5 * reconstructions + 0.5, nrow=4 + ) + grid_images = torch.cat((grid_images_real, grid_images_fake), dim=1) + # -> (3, h, w) in range [0, 1] + + grid_blend = grid_alpha * grid_logits + (1 - grid_alpha) * grid_images + + # Create labeled colorbar + dpi = 100 + height = 128 / dpi + width = grid_logits.shape[2] / dpi + fig, ax = plt.subplots(figsize=(width, height), dpi=dpi) + img = ax.imshow(np.array([[-high, high]]), cmap=cmap) + plt.colorbar( + img, + cax=ax, + orientation="horizontal", + fraction=0.9, + aspect=width / height, + pad=0.0, + ) + img.set_visible(False) + fig.tight_layout() + fig.canvas.draw() + # manually convert figure to numpy + cbar_np = np.frombuffer(fig.canvas.tostring_rgb(), dtype=np.uint8) + cbar_np = cbar_np.reshape(fig.canvas.get_width_height()[::-1] + (3,)) + cbar = torch.from_numpy(cbar_np.copy()).to(grid_logits.dtype) / 255.0 + cbar = rearrange(cbar, "h w c -> c h w").to(grid_logits.device) + + # Add colorbar to plot + annotated_grid = torch.cat((grid_logits, cbar), dim=1) + blended_grid = torch.cat((grid_blend, cbar), dim=1) + return { + "vis_logits": 2 * annotated_grid[None, ...] - 1, + "vis_logits_blended": 2 * blended_grid[None, ...] - 1, + } + + def calculate_adaptive_weight( + self, nll_loss: torch.Tensor, g_loss: torch.Tensor, last_layer: torch.Tensor + ) -> torch.Tensor: + nll_grads = torch.autograd.grad(nll_loss, last_layer, retain_graph=True)[0] + g_grads = torch.autograd.grad(g_loss, last_layer, retain_graph=True)[0] + + d_weight = torch.norm(nll_grads) / (torch.norm(g_grads) + 1e-4) + d_weight = torch.clamp(d_weight, 0.0, 1e4).detach() + d_weight = d_weight * self.discriminator_weight + return d_weight + + def forward( + self, + inputs: torch.Tensor, + reconstructions: torch.Tensor, + *, # added because I changed the order here + regularization_log: Dict[str, torch.Tensor], + optimizer_idx: int, + global_step: int, + last_layer: torch.Tensor, + split: str = "train", + weights: Union[None, float, torch.Tensor] = None, + ) -> Tuple[torch.Tensor, dict]: + if self.scale_input_to_tgt_size: + inputs = torch.nn.functional.interpolate( + inputs, reconstructions.shape[2:], mode="bicubic", antialias=True + ) + + if self.dims > 2: + inputs, reconstructions = map( + lambda x: rearrange(x, "b c t h w -> (b t) c h w"), + (inputs, reconstructions), + ) + + rec_loss = torch.abs(inputs.contiguous() - reconstructions.contiguous()) + if self.perceptual_weight > 0: + p_loss = self.perceptual_loss( + inputs.contiguous(), reconstructions.contiguous() + ) + rec_loss = rec_loss + self.perceptual_weight * p_loss + + nll_loss, weighted_nll_loss = self.get_nll_loss(rec_loss, weights) + + # now the GAN part + if optimizer_idx == 0: + # generator update + if global_step >= self.discriminator_iter_start or not self.training: + logits_fake = self.discriminator(reconstructions.contiguous()) + g_loss = -torch.mean(logits_fake) + if self.training: + d_weight = self.calculate_adaptive_weight( + nll_loss, g_loss, last_layer=last_layer + ) + else: + d_weight = torch.tensor(1.0) + else: + d_weight = torch.tensor(0.0) + g_loss = torch.tensor(0.0, requires_grad=True) + + loss = weighted_nll_loss + d_weight * self.disc_factor * g_loss + log = dict() + for k in regularization_log: + if k in self.regularization_weights: + loss = loss + self.regularization_weights[k] * regularization_log[k] + if k in self.additional_log_keys: + log[f"{split}/{k}"] = regularization_log[k].detach().float().mean() + + log.update( + { + f"{split}/loss/total": loss.clone().detach().mean(), + f"{split}/loss/nll": nll_loss.detach().mean(), + f"{split}/loss/rec": rec_loss.detach().mean(), + f"{split}/loss/g": g_loss.detach().mean(), + f"{split}/scalars/logvar": self.logvar.detach(), + f"{split}/scalars/d_weight": d_weight.detach(), + } + ) + + return loss, log + elif optimizer_idx == 1: + # second pass for discriminator update + logits_real = self.discriminator(inputs.contiguous().detach()) + logits_fake = self.discriminator(reconstructions.contiguous().detach()) + + if global_step >= self.discriminator_iter_start or not self.training: + d_loss = self.disc_factor * self.disc_loss(logits_real, logits_fake) + else: + d_loss = torch.tensor(0.0, requires_grad=True) + + log = { + f"{split}/loss/disc": d_loss.clone().detach().mean(), + f"{split}/logits/real": logits_real.detach().mean(), + f"{split}/logits/fake": logits_fake.detach().mean(), + } + return d_loss, log + else: + raise NotImplementedError(f"Unknown optimizer_idx {optimizer_idx}") + + def get_nll_loss( + self, + rec_loss: torch.Tensor, + weights: Optional[Union[float, torch.Tensor]] = None, + ) -> Tuple[torch.Tensor, torch.Tensor]: + nll_loss = rec_loss / torch.exp(self.logvar) + self.logvar + weighted_nll_loss = nll_loss + if weights is not None: + weighted_nll_loss = weights * nll_loss + weighted_nll_loss = torch.sum(weighted_nll_loss) / weighted_nll_loss.shape[0] + nll_loss = torch.sum(nll_loss) / nll_loss.shape[0] + + return nll_loss, weighted_nll_loss diff --git a/generative_models/sgm/build/lib/modules/autoencoding/losses/lpips.py b/generative_models/sgm/build/lib/modules/autoencoding/losses/lpips.py new file mode 100644 index 0000000000000000000000000000000000000000..b329fcc2ee9477f0122aa7d066866cdfe71ce521 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/losses/lpips.py @@ -0,0 +1,73 @@ +import torch +import torch.nn as nn + +from ....util import default, instantiate_from_config +from ..lpips.loss.lpips import LPIPS + + +class LatentLPIPS(nn.Module): + def __init__( + self, + decoder_config, + perceptual_weight=1.0, + latent_weight=1.0, + scale_input_to_tgt_size=False, + scale_tgt_to_input_size=False, + perceptual_weight_on_inputs=0.0, + ): + super().__init__() + self.scale_input_to_tgt_size = scale_input_to_tgt_size + self.scale_tgt_to_input_size = scale_tgt_to_input_size + self.init_decoder(decoder_config) + self.perceptual_loss = LPIPS().eval() + self.perceptual_weight = perceptual_weight + self.latent_weight = latent_weight + self.perceptual_weight_on_inputs = perceptual_weight_on_inputs + + def init_decoder(self, config): + self.decoder = instantiate_from_config(config) + if hasattr(self.decoder, "encoder"): + del self.decoder.encoder + + def forward(self, latent_inputs, latent_predictions, image_inputs, split="train"): + log = dict() + loss = (latent_inputs - latent_predictions) ** 2 + log[f"{split}/latent_l2_loss"] = loss.mean().detach() + image_reconstructions = None + if self.perceptual_weight > 0.0: + image_reconstructions = self.decoder.decode(latent_predictions) + image_targets = self.decoder.decode(latent_inputs) + perceptual_loss = self.perceptual_loss( + image_targets.contiguous(), image_reconstructions.contiguous() + ) + loss = ( + self.latent_weight * loss.mean() + + self.perceptual_weight * perceptual_loss.mean() + ) + log[f"{split}/perceptual_loss"] = perceptual_loss.mean().detach() + + if self.perceptual_weight_on_inputs > 0.0: + image_reconstructions = default( + image_reconstructions, self.decoder.decode(latent_predictions) + ) + if self.scale_input_to_tgt_size: + image_inputs = torch.nn.functional.interpolate( + image_inputs, + image_reconstructions.shape[2:], + mode="bicubic", + antialias=True, + ) + elif self.scale_tgt_to_input_size: + image_reconstructions = torch.nn.functional.interpolate( + image_reconstructions, + image_inputs.shape[2:], + mode="bicubic", + antialias=True, + ) + + perceptual_loss2 = self.perceptual_loss( + image_inputs.contiguous(), image_reconstructions.contiguous() + ) + loss = loss + self.perceptual_weight_on_inputs * perceptual_loss2.mean() + log[f"{split}/perceptual_loss_on_inputs"] = perceptual_loss2.mean().detach() + return loss, log diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/loss/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/loss/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/loss/lpips.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/loss/lpips.py new file mode 100644 index 0000000000000000000000000000000000000000..3e34f3d083674f675a5ca024e9bd27fb77e2b6b5 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/lpips/loss/lpips.py @@ -0,0 +1,147 @@ +"""Stripped version of https://github.com/richzhang/PerceptualSimilarity/tree/master/models""" + +from collections import namedtuple + +import torch +import torch.nn as nn +from torchvision import models + +from ..util import get_ckpt_path + + +class LPIPS(nn.Module): + # Learned perceptual metric + def __init__(self, use_dropout=True): + super().__init__() + self.scaling_layer = ScalingLayer() + self.chns = [64, 128, 256, 512, 512] # vg16 features + self.net = vgg16(pretrained=True, requires_grad=False) + self.lin0 = NetLinLayer(self.chns[0], use_dropout=use_dropout) + self.lin1 = NetLinLayer(self.chns[1], use_dropout=use_dropout) + self.lin2 = NetLinLayer(self.chns[2], use_dropout=use_dropout) + self.lin3 = NetLinLayer(self.chns[3], use_dropout=use_dropout) + self.lin4 = NetLinLayer(self.chns[4], use_dropout=use_dropout) + self.load_from_pretrained() + for param in self.parameters(): + param.requires_grad = False + + def load_from_pretrained(self, name="vgg_lpips"): + ckpt = get_ckpt_path(name, "sgm/modules/autoencoding/lpips/loss") + self.load_state_dict( + torch.load(ckpt, map_location=torch.device("cpu")), strict=False + ) + print("loaded pretrained LPIPS loss from {}".format(ckpt)) + + @classmethod + def from_pretrained(cls, name="vgg_lpips"): + if name != "vgg_lpips": + raise NotImplementedError + model = cls() + ckpt = get_ckpt_path(name) + model.load_state_dict( + torch.load(ckpt, map_location=torch.device("cpu")), strict=False + ) + return model + + def forward(self, input, target): + in0_input, in1_input = (self.scaling_layer(input), self.scaling_layer(target)) + outs0, outs1 = self.net(in0_input), self.net(in1_input) + feats0, feats1, diffs = {}, {}, {} + lins = [self.lin0, self.lin1, self.lin2, self.lin3, self.lin4] + for kk in range(len(self.chns)): + feats0[kk], feats1[kk] = normalize_tensor(outs0[kk]), normalize_tensor( + outs1[kk] + ) + diffs[kk] = (feats0[kk] - feats1[kk]) ** 2 + + res = [ + spatial_average(lins[kk].model(diffs[kk]), keepdim=True) + for kk in range(len(self.chns)) + ] + val = res[0] + for l in range(1, len(self.chns)): + val += res[l] + return val + + +class ScalingLayer(nn.Module): + def __init__(self): + super(ScalingLayer, self).__init__() + self.register_buffer( + "shift", torch.Tensor([-0.030, -0.088, -0.188])[None, :, None, None] + ) + self.register_buffer( + "scale", torch.Tensor([0.458, 0.448, 0.450])[None, :, None, None] + ) + + def forward(self, inp): + return (inp - self.shift) / self.scale + + +class NetLinLayer(nn.Module): + """A single linear layer which does a 1x1 conv""" + + def __init__(self, chn_in, chn_out=1, use_dropout=False): + super(NetLinLayer, self).__init__() + layers = ( + [ + nn.Dropout(), + ] + if (use_dropout) + else [] + ) + layers += [ + nn.Conv2d(chn_in, chn_out, 1, stride=1, padding=0, bias=False), + ] + self.model = nn.Sequential(*layers) + + +class vgg16(torch.nn.Module): + def __init__(self, requires_grad=False, pretrained=True): + super(vgg16, self).__init__() + vgg_pretrained_features = models.vgg16(pretrained=pretrained).features + self.slice1 = torch.nn.Sequential() + self.slice2 = torch.nn.Sequential() + self.slice3 = torch.nn.Sequential() + self.slice4 = torch.nn.Sequential() + self.slice5 = torch.nn.Sequential() + self.N_slices = 5 + for x in range(4): + self.slice1.add_module(str(x), vgg_pretrained_features[x]) + for x in range(4, 9): + self.slice2.add_module(str(x), vgg_pretrained_features[x]) + for x in range(9, 16): + self.slice3.add_module(str(x), vgg_pretrained_features[x]) + for x in range(16, 23): + self.slice4.add_module(str(x), vgg_pretrained_features[x]) + for x in range(23, 30): + self.slice5.add_module(str(x), vgg_pretrained_features[x]) + if not requires_grad: + for param in self.parameters(): + param.requires_grad = False + + def forward(self, X): + h = self.slice1(X) + h_relu1_2 = h + h = self.slice2(h) + h_relu2_2 = h + h = self.slice3(h) + h_relu3_3 = h + h = self.slice4(h) + h_relu4_3 = h + h = self.slice5(h) + h_relu5_3 = h + vgg_outputs = namedtuple( + "VggOutputs", ["relu1_2", "relu2_2", "relu3_3", "relu4_3", "relu5_3"] + ) + out = vgg_outputs(h_relu1_2, h_relu2_2, h_relu3_3, h_relu4_3, h_relu5_3) + return out + + +def normalize_tensor(x, eps=1e-10): + norm_factor = torch.sqrt(torch.sum(x**2, dim=1, keepdim=True)) + return x / (norm_factor + eps) + + +def spatial_average(x, keepdim=True): + return x.mean([2, 3], keepdim=keepdim) diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/model/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/model/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/model/model.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/model/model.py new file mode 100644 index 0000000000000000000000000000000000000000..66357d4e627f9a69a5abbbad15546c96fcd758fe --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/lpips/model/model.py @@ -0,0 +1,88 @@ +import functools + +import torch.nn as nn + +from ..util import ActNorm + + +def weights_init(m): + classname = m.__class__.__name__ + if classname.find("Conv") != -1: + nn.init.normal_(m.weight.data, 0.0, 0.02) + elif classname.find("BatchNorm") != -1: + nn.init.normal_(m.weight.data, 1.0, 0.02) + nn.init.constant_(m.bias.data, 0) + + +class NLayerDiscriminator(nn.Module): + """Defines a PatchGAN discriminator as in Pix2Pix + --> see https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/models/networks.py + """ + + def __init__(self, input_nc=3, ndf=64, n_layers=3, use_actnorm=False): + """Construct a PatchGAN discriminator + Parameters: + input_nc (int) -- the number of channels in input images + ndf (int) -- the number of filters in the last conv layer + n_layers (int) -- the number of conv layers in the discriminator + norm_layer -- normalization layer + """ + super(NLayerDiscriminator, self).__init__() + if not use_actnorm: + norm_layer = nn.BatchNorm2d + else: + norm_layer = ActNorm + if ( + type(norm_layer) == functools.partial + ): # no need to use bias as BatchNorm2d has affine parameters + use_bias = norm_layer.func != nn.BatchNorm2d + else: + use_bias = norm_layer != nn.BatchNorm2d + + kw = 4 + padw = 1 + sequence = [ + nn.Conv2d(input_nc, ndf, kernel_size=kw, stride=2, padding=padw), + nn.LeakyReLU(0.2, True), + ] + nf_mult = 1 + nf_mult_prev = 1 + for n in range(1, n_layers): # gradually increase the number of filters + nf_mult_prev = nf_mult + nf_mult = min(2**n, 8) + sequence += [ + nn.Conv2d( + ndf * nf_mult_prev, + ndf * nf_mult, + kernel_size=kw, + stride=2, + padding=padw, + bias=use_bias, + ), + norm_layer(ndf * nf_mult), + nn.LeakyReLU(0.2, True), + ] + + nf_mult_prev = nf_mult + nf_mult = min(2**n_layers, 8) + sequence += [ + nn.Conv2d( + ndf * nf_mult_prev, + ndf * nf_mult, + kernel_size=kw, + stride=1, + padding=padw, + bias=use_bias, + ), + norm_layer(ndf * nf_mult), + nn.LeakyReLU(0.2, True), + ] + + sequence += [ + nn.Conv2d(ndf * nf_mult, 1, kernel_size=kw, stride=1, padding=padw) + ] # output 1 channel prediction map + self.main = nn.Sequential(*sequence) + + def forward(self, input): + """Standard forward.""" + return self.main(input) diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/util.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/util.py new file mode 100644 index 0000000000000000000000000000000000000000..49c76e370bf16888ab61f42844b3c9f14ad9014c --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/lpips/util.py @@ -0,0 +1,128 @@ +import hashlib +import os + +import requests +import torch +import torch.nn as nn +from tqdm import tqdm + +URL_MAP = {"vgg_lpips": "https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1"} + +CKPT_MAP = {"vgg_lpips": "vgg.pth"} + +MD5_MAP = {"vgg_lpips": "d507d7349b931f0638a25a48a722f98a"} + + +def download(url, local_path, chunk_size=1024): + os.makedirs(os.path.split(local_path)[0], exist_ok=True) + with requests.get(url, stream=True) as r: + total_size = int(r.headers.get("content-length", 0)) + with tqdm(total=total_size, unit="B", unit_scale=True) as pbar: + with open(local_path, "wb") as f: + for data in r.iter_content(chunk_size=chunk_size): + if data: + f.write(data) + pbar.update(chunk_size) + + +def md5_hash(path): + with open(path, "rb") as f: + content = f.read() + return hashlib.md5(content).hexdigest() + + +def get_ckpt_path(name, root, check=False): + assert name in URL_MAP + path = os.path.join(root, CKPT_MAP[name]) + if not os.path.exists(path) or (check and not md5_hash(path) == MD5_MAP[name]): + print("Downloading {} model from {} to {}".format(name, URL_MAP[name], path)) + download(URL_MAP[name], path) + md5 = md5_hash(path) + assert md5 == MD5_MAP[name], md5 + return path + + +class ActNorm(nn.Module): + def __init__( + self, num_features, logdet=False, affine=True, allow_reverse_init=False + ): + assert affine + super().__init__() + self.logdet = logdet + self.loc = nn.Parameter(torch.zeros(1, num_features, 1, 1)) + self.scale = nn.Parameter(torch.ones(1, num_features, 1, 1)) + self.allow_reverse_init = allow_reverse_init + + self.register_buffer("initialized", torch.tensor(0, dtype=torch.uint8)) + + def initialize(self, input): + with torch.no_grad(): + flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) + mean = ( + flatten.mean(1) + .unsqueeze(1) + .unsqueeze(2) + .unsqueeze(3) + .permute(1, 0, 2, 3) + ) + std = ( + flatten.std(1) + .unsqueeze(1) + .unsqueeze(2) + .unsqueeze(3) + .permute(1, 0, 2, 3) + ) + + self.loc.data.copy_(-mean) + self.scale.data.copy_(1 / (std + 1e-6)) + + def forward(self, input, reverse=False): + if reverse: + return self.reverse(input) + if len(input.shape) == 2: + input = input[:, :, None, None] + squeeze = True + else: + squeeze = False + + _, _, height, width = input.shape + + if self.training and self.initialized.item() == 0: + self.initialize(input) + self.initialized.fill_(1) + + h = self.scale * (input + self.loc) + + if squeeze: + h = h.squeeze(-1).squeeze(-1) + + if self.logdet: + log_abs = torch.log(torch.abs(self.scale)) + logdet = height * width * torch.sum(log_abs) + logdet = logdet * torch.ones(input.shape[0]).to(input) + return h, logdet + + return h + + def reverse(self, output): + if self.training and self.initialized.item() == 0: + if not self.allow_reverse_init: + raise RuntimeError( + "Initializing ActNorm in reverse direction is " + "disabled by default. Use allow_reverse_init=True to enable." + ) + else: + self.initialize(output) + self.initialized.fill_(1) + + if len(output.shape) == 2: + output = output[:, :, None, None] + squeeze = True + else: + squeeze = False + + h = output / self.scale - self.loc + + if squeeze: + h = h.squeeze(-1).squeeze(-1) + return h diff --git a/generative_models/sgm/build/lib/modules/autoencoding/lpips/vqperceptual.py b/generative_models/sgm/build/lib/modules/autoencoding/lpips/vqperceptual.py new file mode 100644 index 0000000000000000000000000000000000000000..6195f0a6ed7ee6fd32c1bccea071e6075e95ee43 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/lpips/vqperceptual.py @@ -0,0 +1,17 @@ +import torch +import torch.nn.functional as F + + +def hinge_d_loss(logits_real, logits_fake): + loss_real = torch.mean(F.relu(1.0 - logits_real)) + loss_fake = torch.mean(F.relu(1.0 + logits_fake)) + d_loss = 0.5 * (loss_real + loss_fake) + return d_loss + + +def vanilla_d_loss(logits_real, logits_fake): + d_loss = 0.5 * ( + torch.mean(torch.nn.functional.softplus(-logits_real)) + + torch.mean(torch.nn.functional.softplus(logits_fake)) + ) + return d_loss diff --git a/generative_models/sgm/build/lib/modules/autoencoding/regularizers/__init__.py b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..ff2b1815a5ba88892375e8ec9bedacea49024113 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/__init__.py @@ -0,0 +1,31 @@ +from abc import abstractmethod +from typing import Any, Tuple + +import torch +import torch.nn as nn +import torch.nn.functional as F + +from ....modules.distributions.distributions import \ + DiagonalGaussianDistribution +from .base import AbstractRegularizer + + +class DiagonalGaussianRegularizer(AbstractRegularizer): + def __init__(self, sample: bool = True): + super().__init__() + self.sample = sample + + def get_trainable_parameters(self) -> Any: + yield from () + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + log = dict() + posterior = DiagonalGaussianDistribution(z) + if self.sample: + z = posterior.sample() + else: + z = posterior.mode() + kl_loss = posterior.kl() + kl_loss = torch.sum(kl_loss) / kl_loss.shape[0] + log["kl_loss"] = kl_loss + return z, log diff --git a/generative_models/sgm/build/lib/modules/autoencoding/regularizers/base.py b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/base.py new file mode 100644 index 0000000000000000000000000000000000000000..fca681bb3c1f4818b57e956e31b98f76077ccb67 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/base.py @@ -0,0 +1,40 @@ +from abc import abstractmethod +from typing import Any, Tuple + +import torch +import torch.nn.functional as F +from torch import nn + + +class AbstractRegularizer(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + raise NotImplementedError() + + @abstractmethod + def get_trainable_parameters(self) -> Any: + raise NotImplementedError() + + +class IdentityRegularizer(AbstractRegularizer): + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + return z, dict() + + def get_trainable_parameters(self) -> Any: + yield from () + + +def measure_perplexity( + predicted_indices: torch.Tensor, num_centroids: int +) -> Tuple[torch.Tensor, torch.Tensor]: + # src: https://github.com/karpathy/deep-vector-quantization/blob/main/model.py + # eval cluster perplexity. when perplexity == num_embeddings then all clusters are used exactly equally + encodings = ( + F.one_hot(predicted_indices, num_centroids).float().reshape(-1, num_centroids) + ) + avg_probs = encodings.mean(0) + perplexity = (-(avg_probs * torch.log(avg_probs + 1e-10)).sum()).exp() + cluster_use = torch.sum(avg_probs > 0) + return perplexity, cluster_use diff --git a/generative_models/sgm/build/lib/modules/autoencoding/regularizers/quantize.py b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/quantize.py new file mode 100644 index 0000000000000000000000000000000000000000..86a4dbdd10101b24f03bba134c4f8d2ab007f0db --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/regularizers/quantize.py @@ -0,0 +1,487 @@ +import logging +from abc import abstractmethod +from typing import Dict, Iterator, Literal, Optional, Tuple, Union + +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F +from einops import rearrange +from torch import einsum + +from .base import AbstractRegularizer, measure_perplexity + +logpy = logging.getLogger(__name__) + + +class AbstractQuantizer(AbstractRegularizer): + def __init__(self): + super().__init__() + # Define these in your init + # shape (N,) + self.used: Optional[torch.Tensor] + self.re_embed: int + self.unknown_index: Union[Literal["random"], int] + + def remap_to_used(self, inds: torch.Tensor) -> torch.Tensor: + assert self.used is not None, "You need to define used indices for remap" + ishape = inds.shape + assert len(ishape) > 1 + inds = inds.reshape(ishape[0], -1) + used = self.used.to(inds) + match = (inds[:, :, None] == used[None, None, ...]).long() + new = match.argmax(-1) + unknown = match.sum(2) < 1 + if self.unknown_index == "random": + new[unknown] = torch.randint(0, self.re_embed, size=new[unknown].shape).to( + device=new.device + ) + else: + new[unknown] = self.unknown_index + return new.reshape(ishape) + + def unmap_to_all(self, inds: torch.Tensor) -> torch.Tensor: + assert self.used is not None, "You need to define used indices for remap" + ishape = inds.shape + assert len(ishape) > 1 + inds = inds.reshape(ishape[0], -1) + used = self.used.to(inds) + if self.re_embed > self.used.shape[0]: # extra token + inds[inds >= self.used.shape[0]] = 0 # simply set to zero + back = torch.gather(used[None, :][inds.shape[0] * [0], :], 1, inds) + return back.reshape(ishape) + + @abstractmethod + def get_codebook_entry( + self, indices: torch.Tensor, shape: Optional[Tuple[int, ...]] = None + ) -> torch.Tensor: + raise NotImplementedError() + + def get_trainable_parameters(self) -> Iterator[torch.nn.Parameter]: + yield from self.parameters() + + +class GumbelQuantizer(AbstractQuantizer): + """ + credit to @karpathy: + https://github.com/karpathy/deep-vector-quantization/blob/main/model.py (thanks!) + Gumbel Softmax trick quantizer + Categorical Reparameterization with Gumbel-Softmax, Jang et al. 2016 + https://arxiv.org/abs/1611.01144 + """ + + def __init__( + self, + num_hiddens: int, + embedding_dim: int, + n_embed: int, + straight_through: bool = True, + kl_weight: float = 5e-4, + temp_init: float = 1.0, + remap: Optional[str] = None, + unknown_index: str = "random", + loss_key: str = "loss/vq", + ) -> None: + super().__init__() + + self.loss_key = loss_key + self.embedding_dim = embedding_dim + self.n_embed = n_embed + + self.straight_through = straight_through + self.temperature = temp_init + self.kl_weight = kl_weight + + self.proj = nn.Conv2d(num_hiddens, n_embed, 1) + self.embed = nn.Embedding(n_embed, embedding_dim) + + self.remap = remap + if self.remap is not None: + self.register_buffer("used", torch.tensor(np.load(self.remap))) + self.re_embed = self.used.shape[0] + else: + self.used = None + self.re_embed = n_embed + if unknown_index == "extra": + self.unknown_index = self.re_embed + self.re_embed = self.re_embed + 1 + else: + assert unknown_index == "random" or isinstance( + unknown_index, int + ), "unknown index needs to be 'random', 'extra' or any integer" + self.unknown_index = unknown_index # "random" or "extra" or integer + if self.remap is not None: + logpy.info( + f"Remapping {self.n_embed} indices to {self.re_embed} indices. " + f"Using {self.unknown_index} for unknown indices." + ) + + def forward( + self, z: torch.Tensor, temp: Optional[float] = None, return_logits: bool = False + ) -> Tuple[torch.Tensor, Dict]: + # force hard = True when we are in eval mode, as we must quantize. + # actually, always true seems to work + hard = self.straight_through if self.training else True + temp = self.temperature if temp is None else temp + out_dict = {} + logits = self.proj(z) + if self.remap is not None: + # continue only with used logits + full_zeros = torch.zeros_like(logits) + logits = logits[:, self.used, ...] + + soft_one_hot = F.gumbel_softmax(logits, tau=temp, dim=1, hard=hard) + if self.remap is not None: + # go back to all entries but unused set to zero + full_zeros[:, self.used, ...] = soft_one_hot + soft_one_hot = full_zeros + z_q = einsum("b n h w, n d -> b d h w", soft_one_hot, self.embed.weight) + + # + kl divergence to the prior loss + qy = F.softmax(logits, dim=1) + diff = ( + self.kl_weight + * torch.sum(qy * torch.log(qy * self.n_embed + 1e-10), dim=1).mean() + ) + out_dict[self.loss_key] = diff + + ind = soft_one_hot.argmax(dim=1) + out_dict["indices"] = ind + if self.remap is not None: + ind = self.remap_to_used(ind) + + if return_logits: + out_dict["logits"] = logits + + return z_q, out_dict + + def get_codebook_entry(self, indices, shape): + # TODO: shape not yet optional + b, h, w, c = shape + assert b * h * w == indices.shape[0] + indices = rearrange(indices, "(b h w) -> b h w", b=b, h=h, w=w) + if self.remap is not None: + indices = self.unmap_to_all(indices) + one_hot = ( + F.one_hot(indices, num_classes=self.n_embed).permute(0, 3, 1, 2).float() + ) + z_q = einsum("b n h w, n d -> b d h w", one_hot, self.embed.weight) + return z_q + + +class VectorQuantizer(AbstractQuantizer): + """ + ____________________________________________ + Discretization bottleneck part of the VQ-VAE. + Inputs: + - n_e : number of embeddings + - e_dim : dimension of embedding + - beta : commitment cost used in loss term, + beta * ||z_e(x)-sg[e]||^2 + _____________________________________________ + """ + + def __init__( + self, + n_e: int, + e_dim: int, + beta: float = 0.25, + remap: Optional[str] = None, + unknown_index: str = "random", + sane_index_shape: bool = False, + log_perplexity: bool = False, + embedding_weight_norm: bool = False, + loss_key: str = "loss/vq", + ): + super().__init__() + self.n_e = n_e + self.e_dim = e_dim + self.beta = beta + self.loss_key = loss_key + + if not embedding_weight_norm: + self.embedding = nn.Embedding(self.n_e, self.e_dim) + self.embedding.weight.data.uniform_(-1.0 / self.n_e, 1.0 / self.n_e) + else: + self.embedding = torch.nn.utils.weight_norm( + nn.Embedding(self.n_e, self.e_dim), dim=1 + ) + + self.remap = remap + if self.remap is not None: + self.register_buffer("used", torch.tensor(np.load(self.remap))) + self.re_embed = self.used.shape[0] + else: + self.used = None + self.re_embed = n_e + if unknown_index == "extra": + self.unknown_index = self.re_embed + self.re_embed = self.re_embed + 1 + else: + assert unknown_index == "random" or isinstance( + unknown_index, int + ), "unknown index needs to be 'random', 'extra' or any integer" + self.unknown_index = unknown_index # "random" or "extra" or integer + if self.remap is not None: + logpy.info( + f"Remapping {self.n_e} indices to {self.re_embed} indices. " + f"Using {self.unknown_index} for unknown indices." + ) + + self.sane_index_shape = sane_index_shape + self.log_perplexity = log_perplexity + + def forward( + self, + z: torch.Tensor, + ) -> Tuple[torch.Tensor, Dict]: + do_reshape = z.ndim == 4 + if do_reshape: + # # reshape z -> (batch, height, width, channel) and flatten + z = rearrange(z, "b c h w -> b h w c").contiguous() + + else: + assert z.ndim < 4, "No reshaping strategy for inputs > 4 dimensions defined" + z = z.contiguous() + + z_flattened = z.view(-1, self.e_dim) + # distances from z to embeddings e_j (z - e)^2 = z^2 + e^2 - 2 e * z + + d = ( + torch.sum(z_flattened**2, dim=1, keepdim=True) + + torch.sum(self.embedding.weight**2, dim=1) + - 2 + * torch.einsum( + "bd,dn->bn", z_flattened, rearrange(self.embedding.weight, "n d -> d n") + ) + ) + + min_encoding_indices = torch.argmin(d, dim=1) + z_q = self.embedding(min_encoding_indices).view(z.shape) + loss_dict = {} + if self.log_perplexity: + perplexity, cluster_usage = measure_perplexity( + min_encoding_indices.detach(), self.n_e + ) + loss_dict.update({"perplexity": perplexity, "cluster_usage": cluster_usage}) + + # compute loss for embedding + loss = self.beta * torch.mean((z_q.detach() - z) ** 2) + torch.mean( + (z_q - z.detach()) ** 2 + ) + loss_dict[self.loss_key] = loss + + # preserve gradients + z_q = z + (z_q - z).detach() + + # reshape back to match original input shape + if do_reshape: + z_q = rearrange(z_q, "b h w c -> b c h w").contiguous() + + if self.remap is not None: + min_encoding_indices = min_encoding_indices.reshape( + z.shape[0], -1 + ) # add batch axis + min_encoding_indices = self.remap_to_used(min_encoding_indices) + min_encoding_indices = min_encoding_indices.reshape(-1, 1) # flatten + + if self.sane_index_shape: + if do_reshape: + min_encoding_indices = min_encoding_indices.reshape( + z_q.shape[0], z_q.shape[2], z_q.shape[3] + ) + else: + min_encoding_indices = rearrange( + min_encoding_indices, "(b s) 1 -> b s", b=z_q.shape[0] + ) + + loss_dict["min_encoding_indices"] = min_encoding_indices + + return z_q, loss_dict + + def get_codebook_entry( + self, indices: torch.Tensor, shape: Optional[Tuple[int, ...]] = None + ) -> torch.Tensor: + # shape specifying (batch, height, width, channel) + if self.remap is not None: + assert shape is not None, "Need to give shape for remap" + indices = indices.reshape(shape[0], -1) # add batch axis + indices = self.unmap_to_all(indices) + indices = indices.reshape(-1) # flatten again + + # get quantized latent vectors + z_q = self.embedding(indices) + + if shape is not None: + z_q = z_q.view(shape) + # reshape back to match original input shape + z_q = z_q.permute(0, 3, 1, 2).contiguous() + + return z_q + + +class EmbeddingEMA(nn.Module): + def __init__(self, num_tokens, codebook_dim, decay=0.99, eps=1e-5): + super().__init__() + self.decay = decay + self.eps = eps + weight = torch.randn(num_tokens, codebook_dim) + self.weight = nn.Parameter(weight, requires_grad=False) + self.cluster_size = nn.Parameter(torch.zeros(num_tokens), requires_grad=False) + self.embed_avg = nn.Parameter(weight.clone(), requires_grad=False) + self.update = True + + def forward(self, embed_id): + return F.embedding(embed_id, self.weight) + + def cluster_size_ema_update(self, new_cluster_size): + self.cluster_size.data.mul_(self.decay).add_( + new_cluster_size, alpha=1 - self.decay + ) + + def embed_avg_ema_update(self, new_embed_avg): + self.embed_avg.data.mul_(self.decay).add_(new_embed_avg, alpha=1 - self.decay) + + def weight_update(self, num_tokens): + n = self.cluster_size.sum() + smoothed_cluster_size = ( + (self.cluster_size + self.eps) / (n + num_tokens * self.eps) * n + ) + # normalize embedding average with smoothed cluster size + embed_normalized = self.embed_avg / smoothed_cluster_size.unsqueeze(1) + self.weight.data.copy_(embed_normalized) + + +class EMAVectorQuantizer(AbstractQuantizer): + def __init__( + self, + n_embed: int, + embedding_dim: int, + beta: float, + decay: float = 0.99, + eps: float = 1e-5, + remap: Optional[str] = None, + unknown_index: str = "random", + loss_key: str = "loss/vq", + ): + super().__init__() + self.codebook_dim = embedding_dim + self.num_tokens = n_embed + self.beta = beta + self.loss_key = loss_key + + self.embedding = EmbeddingEMA(self.num_tokens, self.codebook_dim, decay, eps) + + self.remap = remap + if self.remap is not None: + self.register_buffer("used", torch.tensor(np.load(self.remap))) + self.re_embed = self.used.shape[0] + else: + self.used = None + self.re_embed = n_embed + if unknown_index == "extra": + self.unknown_index = self.re_embed + self.re_embed = self.re_embed + 1 + else: + assert unknown_index == "random" or isinstance( + unknown_index, int + ), "unknown index needs to be 'random', 'extra' or any integer" + self.unknown_index = unknown_index # "random" or "extra" or integer + if self.remap is not None: + logpy.info( + f"Remapping {self.n_embed} indices to {self.re_embed} indices. " + f"Using {self.unknown_index} for unknown indices." + ) + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, Dict]: + # reshape z -> (batch, height, width, channel) and flatten + # z, 'b c h w -> b h w c' + z = rearrange(z, "b c h w -> b h w c") + z_flattened = z.reshape(-1, self.codebook_dim) + + # distances from z to embeddings e_j (z - e)^2 = z^2 + e^2 - 2 e * z + d = ( + z_flattened.pow(2).sum(dim=1, keepdim=True) + + self.embedding.weight.pow(2).sum(dim=1) + - 2 * torch.einsum("bd,nd->bn", z_flattened, self.embedding.weight) + ) # 'n d -> d n' + + encoding_indices = torch.argmin(d, dim=1) + + z_q = self.embedding(encoding_indices).view(z.shape) + encodings = F.one_hot(encoding_indices, self.num_tokens).type(z.dtype) + avg_probs = torch.mean(encodings, dim=0) + perplexity = torch.exp(-torch.sum(avg_probs * torch.log(avg_probs + 1e-10))) + + if self.training and self.embedding.update: + # EMA cluster size + encodings_sum = encodings.sum(0) + self.embedding.cluster_size_ema_update(encodings_sum) + # EMA embedding average + embed_sum = encodings.transpose(0, 1) @ z_flattened + self.embedding.embed_avg_ema_update(embed_sum) + # normalize embed_avg and update weight + self.embedding.weight_update(self.num_tokens) + + # compute loss for embedding + loss = self.beta * F.mse_loss(z_q.detach(), z) + + # preserve gradients + z_q = z + (z_q - z).detach() + + # reshape back to match original input shape + # z_q, 'b h w c -> b c h w' + z_q = rearrange(z_q, "b h w c -> b c h w") + + out_dict = { + self.loss_key: loss, + "encodings": encodings, + "encoding_indices": encoding_indices, + "perplexity": perplexity, + } + + return z_q, out_dict + + +class VectorQuantizerWithInputProjection(VectorQuantizer): + def __init__( + self, + input_dim: int, + n_codes: int, + codebook_dim: int, + beta: float = 1.0, + output_dim: Optional[int] = None, + **kwargs, + ): + super().__init__(n_codes, codebook_dim, beta, **kwargs) + self.proj_in = nn.Linear(input_dim, codebook_dim) + self.output_dim = output_dim + if output_dim is not None: + self.proj_out = nn.Linear(codebook_dim, output_dim) + else: + self.proj_out = nn.Identity() + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, Dict]: + rearr = False + in_shape = z.shape + + if z.ndim > 3: + rearr = self.output_dim is not None + z = rearrange(z, "b c ... -> b (...) c") + z = self.proj_in(z) + z_q, loss_dict = super().forward(z) + + z_q = self.proj_out(z_q) + if rearr: + if len(in_shape) == 4: + z_q = rearrange(z_q, "b (h w) c -> b c h w ", w=in_shape[-1]) + elif len(in_shape) == 5: + z_q = rearrange( + z_q, "b (t h w) c -> b c t h w ", w=in_shape[-1], h=in_shape[-2] + ) + else: + raise NotImplementedError( + f"rearranging not available for {len(in_shape)}-dimensional input." + ) + + return z_q, loss_dict diff --git a/generative_models/sgm/build/lib/modules/autoencoding/temporal_ae.py b/generative_models/sgm/build/lib/modules/autoencoding/temporal_ae.py new file mode 100644 index 0000000000000000000000000000000000000000..374373e2e4330846ffef28d9061dcc64f70d2722 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/autoencoding/temporal_ae.py @@ -0,0 +1,349 @@ +from typing import Callable, Iterable, Union + +import torch +from einops import rearrange, repeat + +from sgm.modules.diffusionmodules.model import ( + XFORMERS_IS_AVAILABLE, + AttnBlock, + Decoder, + MemoryEfficientAttnBlock, + ResnetBlock, +) +from sgm.modules.diffusionmodules.openaimodel import ResBlock, timestep_embedding +from sgm.modules.video_attention import VideoTransformerBlock +from sgm.util import partialclass + + +class VideoResBlock(ResnetBlock): + def __init__( + self, + out_channels, + *args, + dropout=0.0, + video_kernel_size=3, + alpha=0.0, + merge_strategy="learned", + **kwargs, + ): + super().__init__(out_channels=out_channels, dropout=dropout, *args, **kwargs) + if video_kernel_size is None: + video_kernel_size = [3, 1, 1] + self.time_stack = ResBlock( + channels=out_channels, + emb_channels=0, + dropout=dropout, + dims=3, + use_scale_shift_norm=False, + use_conv=False, + up=False, + down=False, + kernel_size=video_kernel_size, + use_checkpoint=False, + skip_t_emb=True, + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def get_alpha(self, bs): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError() + + def forward(self, x, temb, skip_video=False, timesteps=None): + if timesteps is None: + timesteps = self.timesteps + + b, c, h, w = x.shape + + x = super().forward(x, temb) + + if not skip_video: + x_mix = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + + x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + + x = self.time_stack(x, temb) + + alpha = self.get_alpha(bs=b // timesteps) + x = alpha * x + (1.0 - alpha) * x_mix + + x = rearrange(x, "b c t h w -> (b t) c h w") + return x + + +class AE3DConv(torch.nn.Conv2d): + def __init__(self, in_channels, out_channels, video_kernel_size=3, *args, **kwargs): + super().__init__(in_channels, out_channels, *args, **kwargs) + if isinstance(video_kernel_size, Iterable): + padding = [int(k // 2) for k in video_kernel_size] + else: + padding = int(video_kernel_size // 2) + + self.time_mix_conv = torch.nn.Conv3d( + in_channels=out_channels, + out_channels=out_channels, + kernel_size=video_kernel_size, + padding=padding, + ) + + def forward(self, input, timesteps, skip_video=False): + x = super().forward(input) + if skip_video: + return x + x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + x = self.time_mix_conv(x) + return rearrange(x, "b c t h w -> (b t) c h w") + + +class VideoBlock(AttnBlock): + def __init__( + self, in_channels: int, alpha: float = 0, merge_strategy: str = "learned" + ): + super().__init__(in_channels) + # no context, single headed, as in base class + self.time_mix_block = VideoTransformerBlock( + dim=in_channels, + n_heads=1, + d_head=in_channels, + checkpoint=False, + ff_in=True, + attn_mode="softmax", + ) + + time_embed_dim = self.in_channels * 4 + self.video_time_embed = torch.nn.Sequential( + torch.nn.Linear(self.in_channels, time_embed_dim), + torch.nn.SiLU(), + torch.nn.Linear(time_embed_dim, self.in_channels), + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def forward(self, x, timesteps, skip_video=False): + if skip_video: + return super().forward(x) + + x_in = x + x = self.attention(x) + h, w = x.shape[2:] + x = rearrange(x, "b c h w -> b (h w) c") + + x_mix = x + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False) + emb = self.video_time_embed(t_emb) # b, n_channels + emb = emb[:, None, :] + x_mix = x_mix + emb + + alpha = self.get_alpha() + x_mix = self.time_mix_block(x_mix, timesteps=timesteps) + x = alpha * x + (1.0 - alpha) * x_mix # alpha merge + + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + x = self.proj_out(x) + + return x_in + x + + def get_alpha( + self, + ): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError(f"unknown merge strategy {self.merge_strategy}") + + +class MemoryEfficientVideoBlock(MemoryEfficientAttnBlock): + def __init__( + self, in_channels: int, alpha: float = 0, merge_strategy: str = "learned" + ): + super().__init__(in_channels) + # no context, single headed, as in base class + self.time_mix_block = VideoTransformerBlock( + dim=in_channels, + n_heads=1, + d_head=in_channels, + checkpoint=False, + ff_in=True, + attn_mode="softmax-xformers", + ) + + time_embed_dim = self.in_channels * 4 + self.video_time_embed = torch.nn.Sequential( + torch.nn.Linear(self.in_channels, time_embed_dim), + torch.nn.SiLU(), + torch.nn.Linear(time_embed_dim, self.in_channels), + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def forward(self, x, timesteps, skip_time_block=False): + if skip_time_block: + return super().forward(x) + + x_in = x + x = self.attention(x) + h, w = x.shape[2:] + x = rearrange(x, "b c h w -> b (h w) c") + + x_mix = x + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False) + emb = self.video_time_embed(t_emb) # b, n_channels + emb = emb[:, None, :] + x_mix = x_mix + emb + + alpha = self.get_alpha() + x_mix = self.time_mix_block(x_mix, timesteps=timesteps) + x = alpha * x + (1.0 - alpha) * x_mix # alpha merge + + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + x = self.proj_out(x) + + return x_in + x + + def get_alpha( + self, + ): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError(f"unknown merge strategy {self.merge_strategy}") + + +def make_time_attn( + in_channels, + attn_type="vanilla", + attn_kwargs=None, + alpha: float = 0, + merge_strategy: str = "learned", +): + assert attn_type in [ + "vanilla", + "vanilla-xformers", + ], f"attn_type {attn_type} not supported for spatio-temporal attention" + print( + f"making spatial and temporal attention of type '{attn_type}' with {in_channels} in_channels" + ) + if not XFORMERS_IS_AVAILABLE and attn_type == "vanilla-xformers": + print( + f"Attention mode '{attn_type}' is not available. Falling back to vanilla attention. " + f"This is not a problem in Pytorch >= 2.0. FYI, you are running with PyTorch version {torch.__version__}" + ) + attn_type = "vanilla" + + if attn_type == "vanilla": + assert attn_kwargs is None + return partialclass( + VideoBlock, in_channels, alpha=alpha, merge_strategy=merge_strategy + ) + elif attn_type == "vanilla-xformers": + print(f"building MemoryEfficientAttnBlock with {in_channels} in_channels...") + return partialclass( + MemoryEfficientVideoBlock, + in_channels, + alpha=alpha, + merge_strategy=merge_strategy, + ) + else: + return NotImplementedError() + + +class Conv2DWrapper(torch.nn.Conv2d): + def forward(self, input: torch.Tensor, **kwargs) -> torch.Tensor: + return super().forward(input) + + +class VideoDecoder(Decoder): + available_time_modes = ["all", "conv-only", "attn-only"] + + def __init__( + self, + *args, + video_kernel_size: Union[int, list] = 3, + alpha: float = 0.0, + merge_strategy: str = "learned", + time_mode: str = "conv-only", + **kwargs, + ): + self.video_kernel_size = video_kernel_size + self.alpha = alpha + self.merge_strategy = merge_strategy + self.time_mode = time_mode + assert ( + self.time_mode in self.available_time_modes + ), f"time_mode parameter has to be in {self.available_time_modes}" + super().__init__(*args, **kwargs) + + def get_last_layer(self, skip_time_mix=False, **kwargs): + if self.time_mode == "attn-only": + raise NotImplementedError("TODO") + else: + return ( + self.conv_out.time_mix_conv.weight + if not skip_time_mix + else self.conv_out.weight + ) + + def _make_attn(self) -> Callable: + if self.time_mode not in ["conv-only", "only-last-conv"]: + return partialclass( + make_time_attn, + alpha=self.alpha, + merge_strategy=self.merge_strategy, + ) + else: + return super()._make_attn() + + def _make_conv(self) -> Callable: + if self.time_mode != "attn-only": + return partialclass(AE3DConv, video_kernel_size=self.video_kernel_size) + else: + return Conv2DWrapper + + def _make_resblock(self) -> Callable: + if self.time_mode not in ["attn-only", "only-last-conv"]: + return partialclass( + VideoResBlock, + video_kernel_size=self.video_kernel_size, + alpha=self.alpha, + merge_strategy=self.merge_strategy, + ) + else: + return super()._make_resblock() diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/__init__.py b/generative_models/sgm/build/lib/modules/diffusionmodules/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser.py b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser.py new file mode 100644 index 0000000000000000000000000000000000000000..d86e7a262d1f036139e41f500d8579a2b95071ef --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser.py @@ -0,0 +1,75 @@ +from typing import Dict, Union + +import torch +import torch.nn as nn + +from ...util import append_dims, instantiate_from_config +from .denoiser_scaling import DenoiserScaling +from .discretizer import Discretization + + +class Denoiser(nn.Module): + def __init__(self, scaling_config: Dict): + super().__init__() + + self.scaling: DenoiserScaling = instantiate_from_config(scaling_config) + + def possibly_quantize_sigma(self, sigma: torch.Tensor) -> torch.Tensor: + return sigma + + def possibly_quantize_c_noise(self, c_noise: torch.Tensor) -> torch.Tensor: + return c_noise + + def forward( + self, + network: nn.Module, + input: torch.Tensor, + sigma: torch.Tensor, + cond: Dict, + **additional_model_inputs, + ) -> torch.Tensor: + sigma = self.possibly_quantize_sigma(sigma) + sigma_shape = sigma.shape + sigma = append_dims(sigma, input.ndim) + c_skip, c_out, c_in, c_noise = self.scaling(sigma) + c_noise = self.possibly_quantize_c_noise(c_noise.reshape(sigma_shape)) + return ( + network(input * c_in, c_noise, cond, **additional_model_inputs) * c_out + + input * c_skip + ) + + +class DiscreteDenoiser(Denoiser): + def __init__( + self, + scaling_config: Dict, + num_idx: int, + discretization_config: Dict, + do_append_zero: bool = False, + quantize_c_noise: bool = True, + flip: bool = True, + ): + super().__init__(scaling_config) + self.discretization: Discretization = instantiate_from_config( + discretization_config + ) + sigmas = self.discretization(num_idx, do_append_zero=do_append_zero, flip=flip) + self.register_buffer("sigmas", sigmas) + self.quantize_c_noise = quantize_c_noise + self.num_idx = num_idx + + def sigma_to_idx(self, sigma: torch.Tensor) -> torch.Tensor: + dists = sigma - self.sigmas[:, None] + return dists.abs().argmin(dim=0).view(sigma.shape) + + def idx_to_sigma(self, idx: Union[torch.Tensor, int]) -> torch.Tensor: + return self.sigmas[idx] + + def possibly_quantize_sigma(self, sigma: torch.Tensor) -> torch.Tensor: + return self.idx_to_sigma(self.sigma_to_idx(sigma)) + + def possibly_quantize_c_noise(self, c_noise: torch.Tensor) -> torch.Tensor: + if self.quantize_c_noise: + return self.sigma_to_idx(c_noise) + else: + return c_noise diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_scaling.py b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_scaling.py new file mode 100644 index 0000000000000000000000000000000000000000..f4e287bfe8a82839a9a12fbd25c3446f43ab493b --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_scaling.py @@ -0,0 +1,59 @@ +from abc import ABC, abstractmethod +from typing import Tuple + +import torch + + +class DenoiserScaling(ABC): + @abstractmethod + def __call__( + self, sigma: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + pass + + +class EDMScaling: + def __init__(self, sigma_data: float = 0.5): + self.sigma_data = sigma_data + + def __call__( + self, sigma: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + c_skip = self.sigma_data**2 / (sigma**2 + self.sigma_data**2) + c_out = sigma * self.sigma_data / (sigma**2 + self.sigma_data**2) ** 0.5 + c_in = 1 / (sigma**2 + self.sigma_data**2) ** 0.5 + c_noise = 0.25 * sigma.log() + return c_skip, c_out, c_in, c_noise + + +class EpsScaling: + def __call__( + self, sigma: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + c_skip = torch.ones_like(sigma, device=sigma.device) + c_out = -sigma + c_in = 1 / (sigma**2 + 1.0) ** 0.5 + c_noise = sigma.clone() + return c_skip, c_out, c_in, c_noise + + +class VScaling: + def __call__( + self, sigma: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + c_skip = 1.0 / (sigma**2 + 1.0) + c_out = -sigma / (sigma**2 + 1.0) ** 0.5 + c_in = 1.0 / (sigma**2 + 1.0) ** 0.5 + c_noise = sigma.clone() + return c_skip, c_out, c_in, c_noise + + +class VScalingWithEDMcNoise(DenoiserScaling): + def __call__( + self, sigma: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + c_skip = 1.0 / (sigma**2 + 1.0) + c_out = -sigma / (sigma**2 + 1.0) ** 0.5 + c_in = 1.0 / (sigma**2 + 1.0) ** 0.5 + c_noise = 0.25 * sigma.log() + return c_skip, c_out, c_in, c_noise diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_weighting.py b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_weighting.py new file mode 100644 index 0000000000000000000000000000000000000000..b8b03ca58f17ea3d7374f4bbb7bf1d2994755e00 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/denoiser_weighting.py @@ -0,0 +1,24 @@ +import torch + + +class UnitWeighting: + def __call__(self, sigma): + return torch.ones_like(sigma, device=sigma.device) + + +class EDMWeighting: + def __init__(self, sigma_data=0.5): + self.sigma_data = sigma_data + + def __call__(self, sigma): + return (sigma**2 + self.sigma_data**2) / (sigma * self.sigma_data) ** 2 + + +class VWeighting(EDMWeighting): + def __init__(self): + super().__init__(sigma_data=1.0) + + +class EpsWeighting: + def __call__(self, sigma): + return sigma**-2.0 diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/discretizer.py b/generative_models/sgm/build/lib/modules/diffusionmodules/discretizer.py new file mode 100644 index 0000000000000000000000000000000000000000..02add6081c5e3164d4402619b44d5be235d3ec58 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/discretizer.py @@ -0,0 +1,69 @@ +from abc import abstractmethod +from functools import partial + +import numpy as np +import torch + +from ...modules.diffusionmodules.util import make_beta_schedule +from ...util import append_zero + + +def generate_roughly_equally_spaced_steps( + num_substeps: int, max_step: int +) -> np.ndarray: + return np.linspace(max_step - 1, 0, num_substeps, endpoint=False).astype(int)[::-1] + + +class Discretization: + def __call__(self, n, do_append_zero=True, device="cpu", flip=False): + sigmas = self.get_sigmas(n, device=device) + sigmas = append_zero(sigmas) if do_append_zero else sigmas + return sigmas if not flip else torch.flip(sigmas, (0,)) + + @abstractmethod + def get_sigmas(self, n, device): + pass + + +class EDMDiscretization(Discretization): + def __init__(self, sigma_min=0.002, sigma_max=80.0, rho=7.0): + self.sigma_min = sigma_min + self.sigma_max = sigma_max + self.rho = rho + + def get_sigmas(self, n, device="cpu"): + ramp = torch.linspace(0, 1, n, device=device) + min_inv_rho = self.sigma_min ** (1 / self.rho) + max_inv_rho = self.sigma_max ** (1 / self.rho) + sigmas = (max_inv_rho + ramp * (min_inv_rho - max_inv_rho)) ** self.rho + return sigmas + + +class LegacyDDPMDiscretization(Discretization): + def __init__( + self, + linear_start=0.00085, + linear_end=0.0120, + num_timesteps=1000, + ): + super().__init__() + self.num_timesteps = num_timesteps + betas = make_beta_schedule( + "linear", num_timesteps, linear_start=linear_start, linear_end=linear_end + ) + alphas = 1.0 - betas + self.alphas_cumprod = np.cumprod(alphas, axis=0) + self.to_torch = partial(torch.tensor, dtype=torch.float32) + + def get_sigmas(self, n, device="cpu"): + if n < self.num_timesteps: + timesteps = generate_roughly_equally_spaced_steps(n, self.num_timesteps) + alphas_cumprod = self.alphas_cumprod[timesteps] + elif n == self.num_timesteps: + alphas_cumprod = self.alphas_cumprod + else: + raise ValueError + + to_torch = partial(torch.tensor, dtype=torch.float32, device=device) + sigmas = to_torch((1 - alphas_cumprod) / alphas_cumprod) ** 0.5 + return torch.flip(sigmas, (0,)) diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/guiders.py b/generative_models/sgm/build/lib/modules/diffusionmodules/guiders.py new file mode 100644 index 0000000000000000000000000000000000000000..e8eca43e8b7b8b7b0e6b9f3e2bddbae6e3456fee --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/guiders.py @@ -0,0 +1,99 @@ +import logging +from abc import ABC, abstractmethod +from typing import Dict, List, Optional, Tuple, Union + +import torch +from einops import rearrange, repeat + +from ...util import append_dims, default + +logpy = logging.getLogger(__name__) + + +class Guider(ABC): + @abstractmethod + def __call__(self, x: torch.Tensor, sigma: float) -> torch.Tensor: + pass + + def prepare_inputs( + self, x: torch.Tensor, s: float, c: Dict, uc: Dict + ) -> Tuple[torch.Tensor, float, Dict]: + pass + + +class VanillaCFG(Guider): + def __init__(self, scale: float): + self.scale = scale + + def __call__(self, x: torch.Tensor, sigma: torch.Tensor) -> torch.Tensor: + x_u, x_c = x.chunk(2) + x_pred = x_u + self.scale * (x_c - x_u) + return x_pred + + def prepare_inputs(self, x, s, c, uc): + c_out = dict() + + for k in c: + if k in ["vector", "crossattn", "concat"]: + c_out[k] = torch.cat((uc[k], c[k]), 0) + else: + assert c[k] == uc[k] + c_out[k] = c[k] + return torch.cat([x] * 2), torch.cat([s] * 2), c_out + + +class IdentityGuider(Guider): + def __call__(self, x: torch.Tensor, sigma: float) -> torch.Tensor: + return x + + def prepare_inputs( + self, x: torch.Tensor, s: float, c: Dict, uc: Dict + ) -> Tuple[torch.Tensor, float, Dict]: + c_out = dict() + + for k in c: + c_out[k] = c[k] + + return x, s, c_out + + +class LinearPredictionGuider(Guider): + def __init__( + self, + max_scale: float, + num_frames: int, + min_scale: float = 1.0, + additional_cond_keys: Optional[Union[List[str], str]] = None, + ): + self.min_scale = min_scale + self.max_scale = max_scale + self.num_frames = num_frames + self.scale = torch.linspace(min_scale, max_scale, num_frames).unsqueeze(0) + + additional_cond_keys = default(additional_cond_keys, []) + if isinstance(additional_cond_keys, str): + additional_cond_keys = [additional_cond_keys] + self.additional_cond_keys = additional_cond_keys + + def __call__(self, x: torch.Tensor, sigma: torch.Tensor) -> torch.Tensor: + x_u, x_c = x.chunk(2) + + x_u = rearrange(x_u, "(b t) ... -> b t ...", t=self.num_frames) + x_c = rearrange(x_c, "(b t) ... -> b t ...", t=self.num_frames) + scale = repeat(self.scale, "1 t -> b t", b=x_u.shape[0]) + scale = append_dims(scale, x_u.ndim).to(x_u.device) + + return rearrange(x_u + scale * (x_c - x_u), "b t ... -> (b t) ...") + + def prepare_inputs( + self, x: torch.Tensor, s: torch.Tensor, c: dict, uc: dict + ) -> Tuple[torch.Tensor, torch.Tensor, dict]: + c_out = dict() + + for k in c: + if k in ["vector", "crossattn", "concat"] + self.additional_cond_keys: + c_out[k] = torch.cat((uc[k], c[k]), 0) + else: + assert c[k] == uc[k] + c_out[k] = c[k] + return torch.cat([x] * 2), torch.cat([s] * 2), c_out diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/loss.py b/generative_models/sgm/build/lib/modules/diffusionmodules/loss.py new file mode 100644 index 0000000000000000000000000000000000000000..c397c6585338827dfdba84aff031b2faa8b0cef7 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/loss.py @@ -0,0 +1,105 @@ +from typing import Dict, List, Optional, Tuple, Union + +import torch +import torch.nn as nn + +from ...modules.autoencoding.lpips.loss.lpips import LPIPS +from ...modules.encoders.modules import GeneralConditioner +from ...util import append_dims, instantiate_from_config +from .denoiser import Denoiser + + +class StandardDiffusionLoss(nn.Module): + def __init__( + self, + sigma_sampler_config: dict, + loss_weighting_config: dict, + loss_type: str = "l2", + offset_noise_level: float = 0.0, + batch2model_keys: Optional[Union[str, List[str]]] = None, + ): + super().__init__() + + assert loss_type in ["l2", "l1", "lpips"] + + self.sigma_sampler = instantiate_from_config(sigma_sampler_config) + self.loss_weighting = instantiate_from_config(loss_weighting_config) + + self.loss_type = loss_type + self.offset_noise_level = offset_noise_level + + if loss_type == "lpips": + self.lpips = LPIPS().eval() + + if not batch2model_keys: + batch2model_keys = [] + + if isinstance(batch2model_keys, str): + batch2model_keys = [batch2model_keys] + + self.batch2model_keys = set(batch2model_keys) + + def get_noised_input( + self, sigmas_bc: torch.Tensor, noise: torch.Tensor, input: torch.Tensor + ) -> torch.Tensor: + noised_input = input + noise * sigmas_bc + return noised_input + + def forward( + self, + network: nn.Module, + denoiser: Denoiser, + conditioner: GeneralConditioner, + input: torch.Tensor, + batch: Dict, + ) -> torch.Tensor: + cond = conditioner(batch) + return self._forward(network, denoiser, cond, input, batch) + + def _forward( + self, + network: nn.Module, + denoiser: Denoiser, + cond: Dict, + input: torch.Tensor, + batch: Dict, + ) -> Tuple[torch.Tensor, Dict]: + additional_model_inputs = { + key: batch[key] for key in self.batch2model_keys.intersection(batch) + } + sigmas = self.sigma_sampler(input.shape[0]).to(input) + + noise = torch.randn_like(input) + if self.offset_noise_level > 0.0: + offset_shape = ( + (input.shape[0], 1, input.shape[2]) + if self.n_frames is not None + else (input.shape[0], input.shape[1]) + ) + noise = noise + self.offset_noise_level * append_dims( + torch.randn(offset_shape, device=input.device), + input.ndim, + ) + sigmas_bc = append_dims(sigmas, input.ndim) + noised_input = self.get_noised_input(sigmas_bc, noise, input) + + model_output = denoiser( + network, noised_input, sigmas, cond, **additional_model_inputs + ) + w = append_dims(self.loss_weighting(sigmas), input.ndim) + return self.get_loss(model_output, input, w) + + def get_loss(self, model_output, target, w): + if self.loss_type == "l2": + return torch.mean( + (w * (model_output - target) ** 2).reshape(target.shape[0], -1), 1 + ) + elif self.loss_type == "l1": + return torch.mean( + (w * (model_output - target).abs()).reshape(target.shape[0], -1), 1 + ) + elif self.loss_type == "lpips": + loss = self.lpips(model_output, target).reshape(-1) + return loss + else: + raise NotImplementedError(f"Unknown loss type {self.loss_type}") diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/loss_weighting.py b/generative_models/sgm/build/lib/modules/diffusionmodules/loss_weighting.py new file mode 100644 index 0000000000000000000000000000000000000000..e12c0a76635435babd1af33969e82fa284525af8 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/loss_weighting.py @@ -0,0 +1,32 @@ +from abc import ABC, abstractmethod + +import torch + + +class DiffusionLossWeighting(ABC): + @abstractmethod + def __call__(self, sigma: torch.Tensor) -> torch.Tensor: + pass + + +class UnitWeighting(DiffusionLossWeighting): + def __call__(self, sigma: torch.Tensor) -> torch.Tensor: + return torch.ones_like(sigma, device=sigma.device) + + +class EDMWeighting(DiffusionLossWeighting): + def __init__(self, sigma_data: float = 0.5): + self.sigma_data = sigma_data + + def __call__(self, sigma: torch.Tensor) -> torch.Tensor: + return (sigma**2 + self.sigma_data**2) / (sigma * self.sigma_data) ** 2 + + +class VWeighting(EDMWeighting): + def __init__(self): + super().__init__(sigma_data=1.0) + + +class EpsWeighting(DiffusionLossWeighting): + def __call__(self, sigma: torch.Tensor) -> torch.Tensor: + return sigma**-2.0 diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/model.py b/generative_models/sgm/build/lib/modules/diffusionmodules/model.py new file mode 100644 index 0000000000000000000000000000000000000000..4cf9d92140dee8443a0ea6b5cf218f2879ad88f4 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/model.py @@ -0,0 +1,748 @@ +# pytorch_diffusion + derived encoder decoder +import logging +import math +from typing import Any, Callable, Optional + +import numpy as np +import torch +import torch.nn as nn +from einops import rearrange +from packaging import version + +logpy = logging.getLogger(__name__) + +try: + import xformers + import xformers.ops + + XFORMERS_IS_AVAILABLE = True +except: + XFORMERS_IS_AVAILABLE = False + logpy.warning("no module 'xformers'. Processing without...") + +from ...modules.attention import LinearAttention, MemoryEfficientCrossAttention + + +def get_timestep_embedding(timesteps, embedding_dim): + """ + This matches the implementation in Denoising Diffusion Probabilistic Models: + From Fairseq. + Build sinusoidal embeddings. + This matches the implementation in tensor2tensor, but differs slightly + from the description in Section 3.5 of "Attention Is All You Need". + """ + assert len(timesteps.shape) == 1 + + half_dim = embedding_dim // 2 + emb = math.log(10000) / (half_dim - 1) + emb = torch.exp(torch.arange(half_dim, dtype=torch.float32) * -emb) + emb = emb.to(device=timesteps.device) + emb = timesteps.float()[:, None] * emb[None, :] + emb = torch.cat([torch.sin(emb), torch.cos(emb)], dim=1) + if embedding_dim % 2 == 1: # zero pad + emb = torch.nn.functional.pad(emb, (0, 1, 0, 0)) + return emb + + +def nonlinearity(x): + # swish + return x * torch.sigmoid(x) + + +def Normalize(in_channels, num_groups=32): + return torch.nn.GroupNorm( + num_groups=num_groups, num_channels=in_channels, eps=1e-6, affine=True + ) + + +class Upsample(nn.Module): + def __init__(self, in_channels, with_conv): + super().__init__() + self.with_conv = with_conv + if self.with_conv: + self.conv = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=1, padding=1 + ) + + def forward(self, x): + x = torch.nn.functional.interpolate(x, scale_factor=2.0, mode="nearest") + if self.with_conv: + x = self.conv(x) + return x + + +class Downsample(nn.Module): + def __init__(self, in_channels, with_conv): + super().__init__() + self.with_conv = with_conv + if self.with_conv: + # no asymmetric padding in torch conv, must do it ourselves + self.conv = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=3, stride=2, padding=0 + ) + + def forward(self, x): + if self.with_conv: + pad = (0, 1, 0, 1) + x = torch.nn.functional.pad(x, pad, mode="constant", value=0) + x = self.conv(x) + else: + x = torch.nn.functional.avg_pool2d(x, kernel_size=2, stride=2) + return x + + +class ResnetBlock(nn.Module): + def __init__( + self, + *, + in_channels, + out_channels=None, + conv_shortcut=False, + dropout, + temb_channels=512, + ): + super().__init__() + self.in_channels = in_channels + out_channels = in_channels if out_channels is None else out_channels + self.out_channels = out_channels + self.use_conv_shortcut = conv_shortcut + + self.norm1 = Normalize(in_channels) + self.conv1 = torch.nn.Conv2d( + in_channels, out_channels, kernel_size=3, stride=1, padding=1 + ) + if temb_channels > 0: + self.temb_proj = torch.nn.Linear(temb_channels, out_channels) + self.norm2 = Normalize(out_channels) + self.dropout = torch.nn.Dropout(dropout) + self.conv2 = torch.nn.Conv2d( + out_channels, out_channels, kernel_size=3, stride=1, padding=1 + ) + if self.in_channels != self.out_channels: + if self.use_conv_shortcut: + self.conv_shortcut = torch.nn.Conv2d( + in_channels, out_channels, kernel_size=3, stride=1, padding=1 + ) + else: + self.nin_shortcut = torch.nn.Conv2d( + in_channels, out_channels, kernel_size=1, stride=1, padding=0 + ) + + def forward(self, x, temb): + h = x + h = self.norm1(h) + h = nonlinearity(h) + h = self.conv1(h) + + if temb is not None: + h = h + self.temb_proj(nonlinearity(temb))[:, :, None, None] + + h = self.norm2(h) + h = nonlinearity(h) + h = self.dropout(h) + h = self.conv2(h) + + if self.in_channels != self.out_channels: + if self.use_conv_shortcut: + x = self.conv_shortcut(x) + else: + x = self.nin_shortcut(x) + + return x + h + + +class LinAttnBlock(LinearAttention): + """to match AttnBlock usage""" + + def __init__(self, in_channels): + super().__init__(dim=in_channels, heads=1, dim_head=in_channels) + + +class AttnBlock(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.in_channels = in_channels + + self.norm = Normalize(in_channels) + self.q = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.k = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.v = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.proj_out = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + + def attention(self, h_: torch.Tensor) -> torch.Tensor: + h_ = self.norm(h_) + q = self.q(h_) + k = self.k(h_) + v = self.v(h_) + + b, c, h, w = q.shape + q, k, v = map( + lambda x: rearrange(x, "b c h w -> b 1 (h w) c").contiguous(), (q, k, v) + ) + h_ = torch.nn.functional.scaled_dot_product_attention( + q, k, v + ) # scale is dim ** -0.5 per default + # compute attention + + return rearrange(h_, "b 1 (h w) c -> b c h w", h=h, w=w, c=c, b=b) + + def forward(self, x, **kwargs): + h_ = x + h_ = self.attention(h_) + h_ = self.proj_out(h_) + return x + h_ + + +class MemoryEfficientAttnBlock(nn.Module): + """ + Uses xformers efficient implementation, + see https://github.com/MatthieuTPHR/diffusers/blob/d80b531ff8060ec1ea982b65a1b8df70f73aa67c/src/diffusers/models/attention.py#L223 + Note: this is a single-head self-attention operation + """ + + # + def __init__(self, in_channels): + super().__init__() + self.in_channels = in_channels + + self.norm = Normalize(in_channels) + self.q = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.k = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.v = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.proj_out = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.attention_op: Optional[Any] = None + + def attention(self, h_: torch.Tensor) -> torch.Tensor: + h_ = self.norm(h_) + q = self.q(h_) + k = self.k(h_) + v = self.v(h_) + + # compute attention + B, C, H, W = q.shape + q, k, v = map(lambda x: rearrange(x, "b c h w -> b (h w) c"), (q, k, v)) + + q, k, v = map( + lambda t: t.unsqueeze(3) + .reshape(B, t.shape[1], 1, C) + .permute(0, 2, 1, 3) + .reshape(B * 1, t.shape[1], C) + .contiguous(), + (q, k, v), + ) + out = xformers.ops.memory_efficient_attention( + q, k, v, attn_bias=None, op=self.attention_op + ) + + out = ( + out.unsqueeze(0) + .reshape(B, 1, out.shape[1], C) + .permute(0, 2, 1, 3) + .reshape(B, out.shape[1], C) + ) + return rearrange(out, "b (h w) c -> b c h w", b=B, h=H, w=W, c=C) + + def forward(self, x, **kwargs): + h_ = x + h_ = self.attention(h_) + h_ = self.proj_out(h_) + return x + h_ + + +class MemoryEfficientCrossAttentionWrapper(MemoryEfficientCrossAttention): + def forward(self, x, context=None, mask=None, **unused_kwargs): + b, c, h, w = x.shape + x = rearrange(x, "b c h w -> b (h w) c") + out = super().forward(x, context=context, mask=mask) + out = rearrange(out, "b (h w) c -> b c h w", h=h, w=w, c=c) + return x + out + + +def make_attn(in_channels, attn_type="vanilla", attn_kwargs=None): + assert attn_type in [ + "vanilla", + "vanilla-xformers", + "memory-efficient-cross-attn", + "linear", + "none", + ], f"attn_type {attn_type} unknown" + if ( + version.parse(torch.__version__) < version.parse("2.0.0") + and attn_type != "none" + ): + assert XFORMERS_IS_AVAILABLE, ( + f"We do not support vanilla attention in {torch.__version__} anymore, " + f"as it is too expensive. Please install xformers via e.g. 'pip install xformers==0.0.16'" + ) + attn_type = "vanilla-xformers" + logpy.info(f"making attention of type '{attn_type}' with {in_channels} in_channels") + if attn_type == "vanilla": + assert attn_kwargs is None + return AttnBlock(in_channels) + elif attn_type == "vanilla-xformers": + logpy.info( + f"building MemoryEfficientAttnBlock with {in_channels} in_channels..." + ) + return MemoryEfficientAttnBlock(in_channels) + elif type == "memory-efficient-cross-attn": + attn_kwargs["query_dim"] = in_channels + return MemoryEfficientCrossAttentionWrapper(**attn_kwargs) + elif attn_type == "none": + return nn.Identity(in_channels) + else: + return LinAttnBlock(in_channels) + + +class Model(nn.Module): + def __init__( + self, + *, + ch, + out_ch, + ch_mult=(1, 2, 4, 8), + num_res_blocks, + attn_resolutions, + dropout=0.0, + resamp_with_conv=True, + in_channels, + resolution, + use_timestep=True, + use_linear_attn=False, + attn_type="vanilla", + ): + super().__init__() + if use_linear_attn: + attn_type = "linear" + self.ch = ch + self.temb_ch = self.ch * 4 + self.num_resolutions = len(ch_mult) + self.num_res_blocks = num_res_blocks + self.resolution = resolution + self.in_channels = in_channels + + self.use_timestep = use_timestep + if self.use_timestep: + # timestep embedding + self.temb = nn.Module() + self.temb.dense = nn.ModuleList( + [ + torch.nn.Linear(self.ch, self.temb_ch), + torch.nn.Linear(self.temb_ch, self.temb_ch), + ] + ) + + # downsampling + self.conv_in = torch.nn.Conv2d( + in_channels, self.ch, kernel_size=3, stride=1, padding=1 + ) + + curr_res = resolution + in_ch_mult = (1,) + tuple(ch_mult) + self.down = nn.ModuleList() + for i_level in range(self.num_resolutions): + block = nn.ModuleList() + attn = nn.ModuleList() + block_in = ch * in_ch_mult[i_level] + block_out = ch * ch_mult[i_level] + for i_block in range(self.num_res_blocks): + block.append( + ResnetBlock( + in_channels=block_in, + out_channels=block_out, + temb_channels=self.temb_ch, + dropout=dropout, + ) + ) + block_in = block_out + if curr_res in attn_resolutions: + attn.append(make_attn(block_in, attn_type=attn_type)) + down = nn.Module() + down.block = block + down.attn = attn + if i_level != self.num_resolutions - 1: + down.downsample = Downsample(block_in, resamp_with_conv) + curr_res = curr_res // 2 + self.down.append(down) + + # middle + self.mid = nn.Module() + self.mid.block_1 = ResnetBlock( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + self.mid.attn_1 = make_attn(block_in, attn_type=attn_type) + self.mid.block_2 = ResnetBlock( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + + # upsampling + self.up = nn.ModuleList() + for i_level in reversed(range(self.num_resolutions)): + block = nn.ModuleList() + attn = nn.ModuleList() + block_out = ch * ch_mult[i_level] + skip_in = ch * ch_mult[i_level] + for i_block in range(self.num_res_blocks + 1): + if i_block == self.num_res_blocks: + skip_in = ch * in_ch_mult[i_level] + block.append( + ResnetBlock( + in_channels=block_in + skip_in, + out_channels=block_out, + temb_channels=self.temb_ch, + dropout=dropout, + ) + ) + block_in = block_out + if curr_res in attn_resolutions: + attn.append(make_attn(block_in, attn_type=attn_type)) + up = nn.Module() + up.block = block + up.attn = attn + if i_level != 0: + up.upsample = Upsample(block_in, resamp_with_conv) + curr_res = curr_res * 2 + self.up.insert(0, up) # prepend to get consistent order + + # end + self.norm_out = Normalize(block_in) + self.conv_out = torch.nn.Conv2d( + block_in, out_ch, kernel_size=3, stride=1, padding=1 + ) + + def forward(self, x, t=None, context=None): + # assert x.shape[2] == x.shape[3] == self.resolution + if context is not None: + # assume aligned context, cat along channel axis + x = torch.cat((x, context), dim=1) + if self.use_timestep: + # timestep embedding + assert t is not None + temb = get_timestep_embedding(t, self.ch) + temb = self.temb.dense[0](temb) + temb = nonlinearity(temb) + temb = self.temb.dense[1](temb) + else: + temb = None + + # downsampling + hs = [self.conv_in(x)] + for i_level in range(self.num_resolutions): + for i_block in range(self.num_res_blocks): + h = self.down[i_level].block[i_block](hs[-1], temb) + if len(self.down[i_level].attn) > 0: + h = self.down[i_level].attn[i_block](h) + hs.append(h) + if i_level != self.num_resolutions - 1: + hs.append(self.down[i_level].downsample(hs[-1])) + + # middle + h = hs[-1] + h = self.mid.block_1(h, temb) + h = self.mid.attn_1(h) + h = self.mid.block_2(h, temb) + + # upsampling + for i_level in reversed(range(self.num_resolutions)): + for i_block in range(self.num_res_blocks + 1): + h = self.up[i_level].block[i_block]( + torch.cat([h, hs.pop()], dim=1), temb + ) + if len(self.up[i_level].attn) > 0: + h = self.up[i_level].attn[i_block](h) + if i_level != 0: + h = self.up[i_level].upsample(h) + + # end + h = self.norm_out(h) + h = nonlinearity(h) + h = self.conv_out(h) + return h + + def get_last_layer(self): + return self.conv_out.weight + + +class Encoder(nn.Module): + def __init__( + self, + *, + ch, + out_ch, + ch_mult=(1, 2, 4, 8), + num_res_blocks, + attn_resolutions, + dropout=0.0, + resamp_with_conv=True, + in_channels, + resolution, + z_channels, + double_z=True, + use_linear_attn=False, + attn_type="vanilla", + **ignore_kwargs, + ): + super().__init__() + if use_linear_attn: + attn_type = "linear" + self.ch = ch + self.temb_ch = 0 + self.num_resolutions = len(ch_mult) + self.num_res_blocks = num_res_blocks + self.resolution = resolution + self.in_channels = in_channels + + # downsampling + self.conv_in = torch.nn.Conv2d( + in_channels, self.ch, kernel_size=3, stride=1, padding=1 + ) + + curr_res = resolution + in_ch_mult = (1,) + tuple(ch_mult) + self.in_ch_mult = in_ch_mult + self.down = nn.ModuleList() + for i_level in range(self.num_resolutions): + block = nn.ModuleList() + attn = nn.ModuleList() + block_in = ch * in_ch_mult[i_level] + block_out = ch * ch_mult[i_level] + for i_block in range(self.num_res_blocks): + block.append( + ResnetBlock( + in_channels=block_in, + out_channels=block_out, + temb_channels=self.temb_ch, + dropout=dropout, + ) + ) + block_in = block_out + if curr_res in attn_resolutions: + attn.append(make_attn(block_in, attn_type=attn_type)) + down = nn.Module() + down.block = block + down.attn = attn + if i_level != self.num_resolutions - 1: + down.downsample = Downsample(block_in, resamp_with_conv) + curr_res = curr_res // 2 + self.down.append(down) + + # middle + self.mid = nn.Module() + self.mid.block_1 = ResnetBlock( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + self.mid.attn_1 = make_attn(block_in, attn_type=attn_type) + self.mid.block_2 = ResnetBlock( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + + # end + self.norm_out = Normalize(block_in) + self.conv_out = torch.nn.Conv2d( + block_in, + 2 * z_channels if double_z else z_channels, + kernel_size=3, + stride=1, + padding=1, + ) + + def forward(self, x): + # timestep embedding + temb = None + + # downsampling + hs = [self.conv_in(x)] + for i_level in range(self.num_resolutions): + for i_block in range(self.num_res_blocks): + h = self.down[i_level].block[i_block](hs[-1], temb) + if len(self.down[i_level].attn) > 0: + h = self.down[i_level].attn[i_block](h) + hs.append(h) + if i_level != self.num_resolutions - 1: + hs.append(self.down[i_level].downsample(hs[-1])) + + # middle + h = hs[-1] + h = self.mid.block_1(h, temb) + h = self.mid.attn_1(h) + h = self.mid.block_2(h, temb) + + # end + h = self.norm_out(h) + h = nonlinearity(h) + h = self.conv_out(h) + return h + + +class Decoder(nn.Module): + def __init__( + self, + *, + ch, + out_ch, + ch_mult=(1, 2, 4, 8), + num_res_blocks, + attn_resolutions, + dropout=0.0, + resamp_with_conv=True, + in_channels, + resolution, + z_channels, + give_pre_end=False, + tanh_out=False, + use_linear_attn=False, + attn_type="vanilla", + **ignorekwargs, + ): + super().__init__() + if use_linear_attn: + attn_type = "linear" + self.ch = ch + self.temb_ch = 0 + self.num_resolutions = len(ch_mult) + self.num_res_blocks = num_res_blocks + self.resolution = resolution + self.in_channels = in_channels + self.give_pre_end = give_pre_end + self.tanh_out = tanh_out + + # compute in_ch_mult, block_in and curr_res at lowest res + in_ch_mult = (1,) + tuple(ch_mult) + block_in = ch * ch_mult[self.num_resolutions - 1] + curr_res = resolution // 2 ** (self.num_resolutions - 1) + self.z_shape = (1, z_channels, curr_res, curr_res) + logpy.info( + "Working with z of shape {} = {} dimensions.".format( + self.z_shape, np.prod(self.z_shape) + ) + ) + + make_attn_cls = self._make_attn() + make_resblock_cls = self._make_resblock() + make_conv_cls = self._make_conv() + # z to block_in + self.conv_in = torch.nn.Conv2d( + z_channels, block_in, kernel_size=3, stride=1, padding=1 + ) + + # middle + self.mid = nn.Module() + self.mid.block_1 = make_resblock_cls( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + self.mid.attn_1 = make_attn_cls(block_in, attn_type=attn_type) + self.mid.block_2 = make_resblock_cls( + in_channels=block_in, + out_channels=block_in, + temb_channels=self.temb_ch, + dropout=dropout, + ) + + # upsampling + self.up = nn.ModuleList() + for i_level in reversed(range(self.num_resolutions)): + block = nn.ModuleList() + attn = nn.ModuleList() + block_out = ch * ch_mult[i_level] + for i_block in range(self.num_res_blocks + 1): + block.append( + make_resblock_cls( + in_channels=block_in, + out_channels=block_out, + temb_channels=self.temb_ch, + dropout=dropout, + ) + ) + block_in = block_out + if curr_res in attn_resolutions: + attn.append(make_attn_cls(block_in, attn_type=attn_type)) + up = nn.Module() + up.block = block + up.attn = attn + if i_level != 0: + up.upsample = Upsample(block_in, resamp_with_conv) + curr_res = curr_res * 2 + self.up.insert(0, up) # prepend to get consistent order + + # end + self.norm_out = Normalize(block_in) + self.conv_out = make_conv_cls( + block_in, out_ch, kernel_size=3, stride=1, padding=1 + ) + + def _make_attn(self) -> Callable: + return make_attn + + def _make_resblock(self) -> Callable: + return ResnetBlock + + def _make_conv(self) -> Callable: + return torch.nn.Conv2d + + def get_last_layer(self, **kwargs): + return self.conv_out.weight + + def forward(self, z, **kwargs): + # assert z.shape[1:] == self.z_shape[1:] + self.last_z_shape = z.shape + + # timestep embedding + temb = None + + # z to block_in + h = self.conv_in(z) + + # middle + h = self.mid.block_1(h, temb, **kwargs) + h = self.mid.attn_1(h, **kwargs) + h = self.mid.block_2(h, temb, **kwargs) + + # upsampling + for i_level in reversed(range(self.num_resolutions)): + for i_block in range(self.num_res_blocks + 1): + h = self.up[i_level].block[i_block](h, temb, **kwargs) + if len(self.up[i_level].attn) > 0: + h = self.up[i_level].attn[i_block](h, **kwargs) + if i_level != 0: + h = self.up[i_level].upsample(h) + + # end + if self.give_pre_end: + return h + + h = self.norm_out(h) + h = nonlinearity(h) + h = self.conv_out(h, **kwargs) + if self.tanh_out: + h = torch.tanh(h) + return h diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/openaimodel.py b/generative_models/sgm/build/lib/modules/diffusionmodules/openaimodel.py new file mode 100644 index 0000000000000000000000000000000000000000..b58e1b0e9be031cd09803d451fc59f2a5ce88eea --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/openaimodel.py @@ -0,0 +1,853 @@ +import logging +import math +from abc import abstractmethod +from typing import Iterable, List, Optional, Tuple, Union + +import torch as th +import torch.nn as nn +import torch.nn.functional as F +from einops import rearrange +from torch.utils.checkpoint import checkpoint + +from ...modules.attention import SpatialTransformer +from ...modules.diffusionmodules.util import (avg_pool_nd, conv_nd, linear, + normalization, + timestep_embedding, zero_module) +from ...modules.video_attention import SpatialVideoTransformer +from ...util import exists + +logpy = logging.getLogger(__name__) + + +class AttentionPool2d(nn.Module): + """ + Adapted from CLIP: https://github.com/openai/CLIP/blob/main/clip/model.py + """ + + def __init__( + self, + spacial_dim: int, + embed_dim: int, + num_heads_channels: int, + output_dim: Optional[int] = None, + ): + super().__init__() + self.positional_embedding = nn.Parameter( + th.randn(embed_dim, spacial_dim**2 + 1) / embed_dim**0.5 + ) + self.qkv_proj = conv_nd(1, embed_dim, 3 * embed_dim, 1) + self.c_proj = conv_nd(1, embed_dim, output_dim or embed_dim, 1) + self.num_heads = embed_dim // num_heads_channels + self.attention = QKVAttention(self.num_heads) + + def forward(self, x: th.Tensor) -> th.Tensor: + b, c, _ = x.shape + x = x.reshape(b, c, -1) + x = th.cat([x.mean(dim=-1, keepdim=True), x], dim=-1) + x = x + self.positional_embedding[None, :, :].to(x.dtype) + x = self.qkv_proj(x) + x = self.attention(x) + x = self.c_proj(x) + return x[:, :, 0] + + +class TimestepBlock(nn.Module): + """ + Any module where forward() takes timestep embeddings as a second argument. + """ + + @abstractmethod + def forward(self, x: th.Tensor, emb: th.Tensor): + """ + Apply the module to `x` given `emb` timestep embeddings. + """ + + +class TimestepEmbedSequential(nn.Sequential, TimestepBlock): + """ + A sequential module that passes timestep embeddings to the children that + support it as an extra input. + """ + + def forward( + self, + x: th.Tensor, + emb: th.Tensor, + context: Optional[th.Tensor] = None, + image_only_indicator: Optional[th.Tensor] = None, + time_context: Optional[int] = None, + num_video_frames: Optional[int] = None, + ): + from ...modules.diffusionmodules.video_model import VideoResBlock + + for layer in self: + module = layer + + if isinstance(module, TimestepBlock) and not isinstance( + module, VideoResBlock + ): + x = layer(x, emb) + elif isinstance(module, VideoResBlock): + x = layer(x, emb, num_video_frames, image_only_indicator) + elif isinstance(module, SpatialVideoTransformer): + x = layer( + x, + context, + time_context, + num_video_frames, + image_only_indicator, + ) + elif isinstance(module, SpatialTransformer): + x = layer(x, context) + else: + x = layer(x) + return x + + +class Upsample(nn.Module): + """ + An upsampling layer with an optional convolution. + :param channels: channels in the inputs and outputs. + :param use_conv: a bool determining if a convolution is applied. + :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then + upsampling occurs in the inner-two dimensions. + """ + + def __init__( + self, + channels: int, + use_conv: bool, + dims: int = 2, + out_channels: Optional[int] = None, + padding: int = 1, + third_up: bool = False, + kernel_size: int = 3, + scale_factor: int = 2, + ): + super().__init__() + self.channels = channels + self.out_channels = out_channels or channels + self.use_conv = use_conv + self.dims = dims + self.third_up = third_up + self.scale_factor = scale_factor + if use_conv: + self.conv = conv_nd( + dims, self.channels, self.out_channels, kernel_size, padding=padding + ) + + def forward(self, x: th.Tensor) -> th.Tensor: + assert x.shape[1] == self.channels + + if self.dims == 3: + t_factor = 1 if not self.third_up else self.scale_factor + x = F.interpolate( + x, + ( + t_factor * x.shape[2], + x.shape[3] * self.scale_factor, + x.shape[4] * self.scale_factor, + ), + mode="nearest", + ) + else: + x = F.interpolate(x, scale_factor=self.scale_factor, mode="nearest") + if self.use_conv: + x = self.conv(x) + return x + + +class Downsample(nn.Module): + """ + A downsampling layer with an optional convolution. + :param channels: channels in the inputs and outputs. + :param use_conv: a bool determining if a convolution is applied. + :param dims: determines if the signal is 1D, 2D, or 3D. If 3D, then + downsampling occurs in the inner-two dimensions. + """ + + def __init__( + self, + channels: int, + use_conv: bool, + dims: int = 2, + out_channels: Optional[int] = None, + padding: int = 1, + third_down: bool = False, + ): + super().__init__() + self.channels = channels + self.out_channels = out_channels or channels + self.use_conv = use_conv + self.dims = dims + stride = 2 if dims != 3 else ((1, 2, 2) if not third_down else (2, 2, 2)) + if use_conv: + logpy.info(f"Building a Downsample layer with {dims} dims.") + logpy.info( + f" --> settings are: \n in-chn: {self.channels}, out-chn: {self.out_channels}, " + f"kernel-size: 3, stride: {stride}, padding: {padding}" + ) + if dims == 3: + logpy.info(f" --> Downsampling third axis (time): {third_down}") + self.op = conv_nd( + dims, + self.channels, + self.out_channels, + 3, + stride=stride, + padding=padding, + ) + else: + assert self.channels == self.out_channels + self.op = avg_pool_nd(dims, kernel_size=stride, stride=stride) + + def forward(self, x: th.Tensor) -> th.Tensor: + assert x.shape[1] == self.channels + + return self.op(x) + + +class ResBlock(TimestepBlock): + """ + A residual block that can optionally change the number of channels. + :param channels: the number of input channels. + :param emb_channels: the number of timestep embedding channels. + :param dropout: the rate of dropout. + :param out_channels: if specified, the number of out channels. + :param use_conv: if True and out_channels is specified, use a spatial + convolution instead of a smaller 1x1 convolution to change the + channels in the skip connection. + :param dims: determines if the signal is 1D, 2D, or 3D. + :param use_checkpoint: if True, use gradient checkpointing on this module. + :param up: if True, use this block for upsampling. + :param down: if True, use this block for downsampling. + """ + + def __init__( + self, + channels: int, + emb_channels: int, + dropout: float, + out_channels: Optional[int] = None, + use_conv: bool = False, + use_scale_shift_norm: bool = False, + dims: int = 2, + use_checkpoint: bool = False, + up: bool = False, + down: bool = False, + kernel_size: int = 3, + exchange_temb_dims: bool = False, + skip_t_emb: bool = False, + ): + super().__init__() + self.channels = channels + self.emb_channels = emb_channels + self.dropout = dropout + self.out_channels = out_channels or channels + self.use_conv = use_conv + self.use_checkpoint = use_checkpoint + self.use_scale_shift_norm = use_scale_shift_norm + self.exchange_temb_dims = exchange_temb_dims + + if isinstance(kernel_size, Iterable): + padding = [k // 2 for k in kernel_size] + else: + padding = kernel_size // 2 + + self.in_layers = nn.Sequential( + normalization(channels), + nn.SiLU(), + conv_nd(dims, channels, self.out_channels, kernel_size, padding=padding), + ) + + self.updown = up or down + + if up: + self.h_upd = Upsample(channels, False, dims) + self.x_upd = Upsample(channels, False, dims) + elif down: + self.h_upd = Downsample(channels, False, dims) + self.x_upd = Downsample(channels, False, dims) + else: + self.h_upd = self.x_upd = nn.Identity() + + self.skip_t_emb = skip_t_emb + self.emb_out_channels = ( + 2 * self.out_channels if use_scale_shift_norm else self.out_channels + ) + if self.skip_t_emb: + logpy.info(f"Skipping timestep embedding in {self.__class__.__name__}") + assert not self.use_scale_shift_norm + self.emb_layers = None + self.exchange_temb_dims = False + else: + self.emb_layers = nn.Sequential( + nn.SiLU(), + linear( + emb_channels, + self.emb_out_channels, + ), + ) + + self.out_layers = nn.Sequential( + normalization(self.out_channels), + nn.SiLU(), + nn.Dropout(p=dropout), + zero_module( + conv_nd( + dims, + self.out_channels, + self.out_channels, + kernel_size, + padding=padding, + ) + ), + ) + + if self.out_channels == channels: + self.skip_connection = nn.Identity() + elif use_conv: + self.skip_connection = conv_nd( + dims, channels, self.out_channels, kernel_size, padding=padding + ) + else: + self.skip_connection = conv_nd(dims, channels, self.out_channels, 1) + + def forward(self, x: th.Tensor, emb: th.Tensor) -> th.Tensor: + """ + Apply the block to a Tensor, conditioned on a timestep embedding. + :param x: an [N x C x ...] Tensor of features. + :param emb: an [N x emb_channels] Tensor of timestep embeddings. + :return: an [N x C x ...] Tensor of outputs. + """ + if self.use_checkpoint: + return checkpoint(self._forward, x, emb) + else: + return self._forward(x, emb) + + def _forward(self, x: th.Tensor, emb: th.Tensor) -> th.Tensor: + if self.updown: + in_rest, in_conv = self.in_layers[:-1], self.in_layers[-1] + h = in_rest(x) + h = self.h_upd(h) + x = self.x_upd(x) + h = in_conv(h) + else: + h = self.in_layers(x) + + if self.skip_t_emb: + emb_out = th.zeros_like(h) + else: + emb_out = self.emb_layers(emb).type(h.dtype) + while len(emb_out.shape) < len(h.shape): + emb_out = emb_out[..., None] + if self.use_scale_shift_norm: + out_norm, out_rest = self.out_layers[0], self.out_layers[1:] + scale, shift = th.chunk(emb_out, 2, dim=1) + h = out_norm(h) * (1 + scale) + shift + h = out_rest(h) + else: + if self.exchange_temb_dims: + emb_out = rearrange(emb_out, "b t c ... -> b c t ...") + h = h + emb_out + h = self.out_layers(h) + return self.skip_connection(x) + h + + +class AttentionBlock(nn.Module): + """ + An attention block that allows spatial positions to attend to each other. + Originally ported from here, but adapted to the N-d case. + https://github.com/hojonathanho/diffusion/blob/1e0dceb3b3495bbe19116a5e1b3596cd0706c543/diffusion_tf/models/unet.py#L66. + """ + + def __init__( + self, + channels: int, + num_heads: int = 1, + num_head_channels: int = -1, + use_checkpoint: bool = False, + use_new_attention_order: bool = False, + ): + super().__init__() + self.channels = channels + if num_head_channels == -1: + self.num_heads = num_heads + else: + assert ( + channels % num_head_channels == 0 + ), f"q,k,v channels {channels} is not divisible by num_head_channels {num_head_channels}" + self.num_heads = channels // num_head_channels + self.use_checkpoint = use_checkpoint + self.norm = normalization(channels) + self.qkv = conv_nd(1, channels, channels * 3, 1) + if use_new_attention_order: + # split qkv before split heads + self.attention = QKVAttention(self.num_heads) + else: + # split heads before split qkv + self.attention = QKVAttentionLegacy(self.num_heads) + + self.proj_out = zero_module(conv_nd(1, channels, channels, 1)) + + def forward(self, x: th.Tensor, **kwargs) -> th.Tensor: + return checkpoint(self._forward, x) + + def _forward(self, x: th.Tensor) -> th.Tensor: + b, c, *spatial = x.shape + x = x.reshape(b, c, -1) + qkv = self.qkv(self.norm(x)) + h = self.attention(qkv) + h = self.proj_out(h) + return (x + h).reshape(b, c, *spatial) + + +class QKVAttentionLegacy(nn.Module): + """ + A module which performs QKV attention. Matches legacy QKVAttention + input/ouput heads shaping + """ + + def __init__(self, n_heads: int): + super().__init__() + self.n_heads = n_heads + + def forward(self, qkv: th.Tensor) -> th.Tensor: + """ + Apply QKV attention. + :param qkv: an [N x (H * 3 * C) x T] tensor of Qs, Ks, and Vs. + :return: an [N x (H * C) x T] tensor after attention. + """ + bs, width, length = qkv.shape + assert width % (3 * self.n_heads) == 0 + ch = width // (3 * self.n_heads) + q, k, v = qkv.reshape(bs * self.n_heads, ch * 3, length).split(ch, dim=1) + scale = 1 / math.sqrt(math.sqrt(ch)) + weight = th.einsum( + "bct,bcs->bts", q * scale, k * scale + ) # More stable with f16 than dividing afterwards + weight = th.softmax(weight.float(), dim=-1).type(weight.dtype) + a = th.einsum("bts,bcs->bct", weight, v) + return a.reshape(bs, -1, length) + + +class QKVAttention(nn.Module): + """ + A module which performs QKV attention and splits in a different order. + """ + + def __init__(self, n_heads: int): + super().__init__() + self.n_heads = n_heads + + def forward(self, qkv: th.Tensor) -> th.Tensor: + """ + Apply QKV attention. + :param qkv: an [N x (3 * H * C) x T] tensor of Qs, Ks, and Vs. + :return: an [N x (H * C) x T] tensor after attention. + """ + bs, width, length = qkv.shape + assert width % (3 * self.n_heads) == 0 + ch = width // (3 * self.n_heads) + q, k, v = qkv.chunk(3, dim=1) + scale = 1 / math.sqrt(math.sqrt(ch)) + weight = th.einsum( + "bct,bcs->bts", + (q * scale).view(bs * self.n_heads, ch, length), + (k * scale).view(bs * self.n_heads, ch, length), + ) # More stable with f16 than dividing afterwards + weight = th.softmax(weight.float(), dim=-1).type(weight.dtype) + a = th.einsum("bts,bcs->bct", weight, v.reshape(bs * self.n_heads, ch, length)) + return a.reshape(bs, -1, length) + + +class Timestep(nn.Module): + def __init__(self, dim: int): + super().__init__() + self.dim = dim + + def forward(self, t: th.Tensor) -> th.Tensor: + return timestep_embedding(t, self.dim) + + +class UNetModel(nn.Module): + """ + The full UNet model with attention and timestep embedding. + :param in_channels: channels in the input Tensor. + :param model_channels: base channel count for the model. + :param out_channels: channels in the output Tensor. + :param num_res_blocks: number of residual blocks per downsample. + :param attention_resolutions: a collection of downsample rates at which + attention will take place. May be a set, list, or tuple. + For example, if this contains 4, then at 4x downsampling, attention + will be used. + :param dropout: the dropout probability. + :param channel_mult: channel multiplier for each level of the UNet. + :param conv_resample: if True, use learned convolutions for upsampling and + downsampling. + :param dims: determines if the signal is 1D, 2D, or 3D. + :param num_classes: if specified (as an int), then this model will be + class-conditional with `num_classes` classes. + :param use_checkpoint: use gradient checkpointing to reduce memory usage. + :param num_heads: the number of attention heads in each attention layer. + :param num_heads_channels: if specified, ignore num_heads and instead use + a fixed channel width per attention head. + :param num_heads_upsample: works with num_heads to set a different number + of heads for upsampling. Deprecated. + :param use_scale_shift_norm: use a FiLM-like conditioning mechanism. + :param resblock_updown: use residual blocks for up/downsampling. + :param use_new_attention_order: use a different attention pattern for potentially + increased efficiency. + """ + + def __init__( + self, + in_channels: int, + model_channels: int, + out_channels: int, + num_res_blocks: int, + attention_resolutions: int, + dropout: float = 0.0, + channel_mult: Union[List, Tuple] = (1, 2, 4, 8), + conv_resample: bool = True, + dims: int = 2, + num_classes: Optional[Union[int, str]] = None, + use_checkpoint: bool = False, + num_heads: int = -1, + num_head_channels: int = -1, + num_heads_upsample: int = -1, + use_scale_shift_norm: bool = False, + resblock_updown: bool = False, + transformer_depth: int = 1, + context_dim: Optional[int] = None, + disable_self_attentions: Optional[List[bool]] = None, + num_attention_blocks: Optional[List[int]] = None, + disable_middle_self_attn: bool = False, + disable_middle_transformer: bool = False, + use_linear_in_transformer: bool = False, + spatial_transformer_attn_type: str = "softmax", + adm_in_channels: Optional[int] = None, + ): + super().__init__() + + if num_heads_upsample == -1: + num_heads_upsample = num_heads + + if num_heads == -1: + assert ( + num_head_channels != -1 + ), "Either num_heads or num_head_channels has to be set" + + if num_head_channels == -1: + assert ( + num_heads != -1 + ), "Either num_heads or num_head_channels has to be set" + + self.in_channels = in_channels + self.model_channels = model_channels + self.out_channels = out_channels + if isinstance(transformer_depth, int): + transformer_depth = len(channel_mult) * [transformer_depth] + transformer_depth_middle = transformer_depth[-1] + + if isinstance(num_res_blocks, int): + self.num_res_blocks = len(channel_mult) * [num_res_blocks] + else: + if len(num_res_blocks) != len(channel_mult): + raise ValueError( + "provide num_res_blocks either as an int (globally constant) or " + "as a list/tuple (per-level) with the same length as channel_mult" + ) + self.num_res_blocks = num_res_blocks + + if disable_self_attentions is not None: + assert len(disable_self_attentions) == len(channel_mult) + if num_attention_blocks is not None: + assert len(num_attention_blocks) == len(self.num_res_blocks) + assert all( + map( + lambda i: self.num_res_blocks[i] >= num_attention_blocks[i], + range(len(num_attention_blocks)), + ) + ) + logpy.info( + f"Constructor of UNetModel received num_attention_blocks={num_attention_blocks}. " + f"This option has LESS priority than attention_resolutions {attention_resolutions}, " + f"i.e., in cases where num_attention_blocks[i] > 0 but 2**i not in attention_resolutions, " + f"attention will still not be set." + ) + + self.attention_resolutions = attention_resolutions + self.dropout = dropout + self.channel_mult = channel_mult + self.conv_resample = conv_resample + self.num_classes = num_classes + self.use_checkpoint = use_checkpoint + self.num_heads = num_heads + self.num_head_channels = num_head_channels + self.num_heads_upsample = num_heads_upsample + + time_embed_dim = model_channels * 4 + self.time_embed = nn.Sequential( + linear(model_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ) + + if self.num_classes is not None: + if isinstance(self.num_classes, int): + self.label_emb = nn.Embedding(num_classes, time_embed_dim) + elif self.num_classes == "continuous": + logpy.info("setting up linear c_adm embedding layer") + self.label_emb = nn.Linear(1, time_embed_dim) + elif self.num_classes == "timestep": + self.label_emb = nn.Sequential( + Timestep(model_channels), + nn.Sequential( + linear(model_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ), + ) + elif self.num_classes == "sequential": + assert adm_in_channels is not None + self.label_emb = nn.Sequential( + nn.Sequential( + linear(adm_in_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ) + ) + else: + raise ValueError + + self.input_blocks = nn.ModuleList( + [ + TimestepEmbedSequential( + conv_nd(dims, in_channels, model_channels, 3, padding=1) + ) + ] + ) + self._feature_size = model_channels + input_block_chans = [model_channels] + ch = model_channels + ds = 1 + for level, mult in enumerate(channel_mult): + for nr in range(self.num_res_blocks[level]): + layers = [ + ResBlock( + ch, + time_embed_dim, + dropout, + out_channels=mult * model_channels, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ) + ] + ch = mult * model_channels + if ds in attention_resolutions: + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + if context_dim is not None and exists(disable_self_attentions): + disabled_sa = disable_self_attentions[level] + else: + disabled_sa = False + + if ( + not exists(num_attention_blocks) + or nr < num_attention_blocks[level] + ): + layers.append( + SpatialTransformer( + ch, + num_heads, + dim_head, + depth=transformer_depth[level], + context_dim=context_dim, + disable_self_attn=disabled_sa, + use_linear=use_linear_in_transformer, + attn_type=spatial_transformer_attn_type, + use_checkpoint=use_checkpoint, + ) + ) + self.input_blocks.append(TimestepEmbedSequential(*layers)) + self._feature_size += ch + input_block_chans.append(ch) + if level != len(channel_mult) - 1: + out_ch = ch + self.input_blocks.append( + TimestepEmbedSequential( + ResBlock( + ch, + time_embed_dim, + dropout, + out_channels=out_ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + down=True, + ) + if resblock_updown + else Downsample( + ch, conv_resample, dims=dims, out_channels=out_ch + ) + ) + ) + ch = out_ch + input_block_chans.append(ch) + ds *= 2 + self._feature_size += ch + + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + self.middle_block = TimestepEmbedSequential( + ResBlock( + ch, + time_embed_dim, + dropout, + out_channels=ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ), + SpatialTransformer( + ch, + num_heads, + dim_head, + depth=transformer_depth_middle, + context_dim=context_dim, + disable_self_attn=disable_middle_self_attn, + use_linear=use_linear_in_transformer, + attn_type=spatial_transformer_attn_type, + use_checkpoint=use_checkpoint, + ) + if not disable_middle_transformer + else th.nn.Identity(), + ResBlock( + ch, + time_embed_dim, + dropout, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ), + ) + self._feature_size += ch + + self.output_blocks = nn.ModuleList([]) + for level, mult in list(enumerate(channel_mult))[::-1]: + for i in range(self.num_res_blocks[level] + 1): + ich = input_block_chans.pop() + layers = [ + ResBlock( + ch + ich, + time_embed_dim, + dropout, + out_channels=model_channels * mult, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ) + ] + ch = model_channels * mult + if ds in attention_resolutions: + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + if exists(disable_self_attentions): + disabled_sa = disable_self_attentions[level] + else: + disabled_sa = False + + if ( + not exists(num_attention_blocks) + or i < num_attention_blocks[level] + ): + layers.append( + SpatialTransformer( + ch, + num_heads, + dim_head, + depth=transformer_depth[level], + context_dim=context_dim, + disable_self_attn=disabled_sa, + use_linear=use_linear_in_transformer, + attn_type=spatial_transformer_attn_type, + use_checkpoint=use_checkpoint, + ) + ) + if level and i == self.num_res_blocks[level]: + out_ch = ch + layers.append( + ResBlock( + ch, + time_embed_dim, + dropout, + out_channels=out_ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + up=True, + ) + if resblock_updown + else Upsample(ch, conv_resample, dims=dims, out_channels=out_ch) + ) + ds //= 2 + self.output_blocks.append(TimestepEmbedSequential(*layers)) + self._feature_size += ch + + self.out = nn.Sequential( + normalization(ch), + nn.SiLU(), + zero_module(conv_nd(dims, model_channels, out_channels, 3, padding=1)), + ) + + def forward( + self, + x: th.Tensor, + timesteps: Optional[th.Tensor] = None, + context: Optional[th.Tensor] = None, + y: Optional[th.Tensor] = None, + **kwargs, + ) -> th.Tensor: + """ + Apply the model to an input batch. + :param x: an [N x C x ...] Tensor of inputs. + :param timesteps: a 1-D batch of timesteps. + :param context: conditioning plugged in via crossattn + :param y: an [N] Tensor of labels, if class-conditional. + :return: an [N x C x ...] Tensor of outputs. + """ + assert (y is not None) == ( + self.num_classes is not None + ), "must specify y if and only if the model is class-conditional" + hs = [] + t_emb = timestep_embedding(timesteps, self.model_channels, repeat_only=False) + emb = self.time_embed(t_emb) + + if self.num_classes is not None: + assert y.shape[0] == x.shape[0] + emb = emb + self.label_emb(y) + + h = x + for module in self.input_blocks: + h = module(h, emb, context) + hs.append(h) + h = self.middle_block(h, emb, context) + for module in self.output_blocks: + h = th.cat([h, hs.pop()], dim=1) + h = module(h, emb, context) + h = h.type(x.dtype) + + return self.out(h) diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/sampling.py b/generative_models/sgm/build/lib/modules/diffusionmodules/sampling.py new file mode 100644 index 0000000000000000000000000000000000000000..af07566d599fdd6f255f8b9fd4592a962b0d2ace --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/sampling.py @@ -0,0 +1,362 @@ +""" + Partially ported from https://github.com/crowsonkb/k-diffusion/blob/master/k_diffusion/sampling.py +""" + + +from typing import Dict, Union + +import torch +from omegaconf import ListConfig, OmegaConf +from tqdm import tqdm + +from ...modules.diffusionmodules.sampling_utils import (get_ancestral_step, + linear_multistep_coeff, + to_d, to_neg_log_sigma, + to_sigma) +from ...util import append_dims, default, instantiate_from_config + +DEFAULT_GUIDER = {"target": "sgm.modules.diffusionmodules.guiders.IdentityGuider"} + + +class BaseDiffusionSampler: + def __init__( + self, + discretization_config: Union[Dict, ListConfig, OmegaConf], + num_steps: Union[int, None] = None, + guider_config: Union[Dict, ListConfig, OmegaConf, None] = None, + verbose: bool = False, + device: str = "cuda", + ): + self.num_steps = num_steps + self.discretization = instantiate_from_config(discretization_config) + self.guider = instantiate_from_config( + default( + guider_config, + DEFAULT_GUIDER, + ) + ) + self.verbose = verbose + self.device = device + + def prepare_sampling_loop(self, x, cond, uc=None, num_steps=None): + sigmas = self.discretization( + self.num_steps if num_steps is None else num_steps, device=self.device + ) + uc = default(uc, cond) + + x *= torch.sqrt(1.0 + sigmas[0] ** 2.0) + num_sigmas = len(sigmas) + + s_in = x.new_ones([x.shape[0]]) + + return x, s_in, sigmas, num_sigmas, cond, uc + + def denoise(self, x, denoiser, sigma, cond, uc): + denoised = denoiser(*self.guider.prepare_inputs(x, sigma, cond, uc)) + denoised = self.guider(denoised, sigma) + return denoised + + def get_sigma_gen(self, num_sigmas): + sigma_generator = range(num_sigmas - 1) + if self.verbose: + print("#" * 30, " Sampling setting ", "#" * 30) + print(f"Sampler: {self.__class__.__name__}") + print(f"Discretization: {self.discretization.__class__.__name__}") + print(f"Guider: {self.guider.__class__.__name__}") + sigma_generator = tqdm( + sigma_generator, + total=num_sigmas, + desc=f"Sampling with {self.__class__.__name__} for {num_sigmas} steps", + ) + return sigma_generator + + +class SingleStepDiffusionSampler(BaseDiffusionSampler): + def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc, *args, **kwargs): + raise NotImplementedError + + def euler_step(self, x, d, dt): + return x + dt * d + + +class EDMSampler(SingleStepDiffusionSampler): + def __init__( + self, s_churn=0.0, s_tmin=0.0, s_tmax=float("inf"), s_noise=1.0, *args, **kwargs + ): + super().__init__(*args, **kwargs) + + self.s_churn = s_churn + self.s_tmin = s_tmin + self.s_tmax = s_tmax + self.s_noise = s_noise + + def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc=None, gamma=0.0): + sigma_hat = sigma * (gamma + 1.0) + if gamma > 0: + eps = torch.randn_like(x) * self.s_noise + x = x + eps * append_dims(sigma_hat**2 - sigma**2, x.ndim) ** 0.5 + + denoised = self.denoise(x, denoiser, sigma_hat, cond, uc) + d = to_d(x, sigma_hat, denoised) + dt = append_dims(next_sigma - sigma_hat, x.ndim) + + euler_step = self.euler_step(x, d, dt) + x = self.possible_correction_step( + euler_step, x, d, dt, next_sigma, denoiser, cond, uc + ) + return x + + def __call__(self, denoiser, x, cond, uc=None, num_steps=None): + x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( + x, cond, uc, num_steps + ) + + for i in self.get_sigma_gen(num_sigmas): + gamma = ( + min(self.s_churn / (num_sigmas - 1), 2**0.5 - 1) + if self.s_tmin <= sigmas[i] <= self.s_tmax + else 0.0 + ) + x = self.sampler_step( + s_in * sigmas[i], + s_in * sigmas[i + 1], + denoiser, + x, + cond, + uc, + gamma, + ) + + return x + + +class AncestralSampler(SingleStepDiffusionSampler): + def __init__(self, eta=1.0, s_noise=1.0, *args, **kwargs): + super().__init__(*args, **kwargs) + + self.eta = eta + self.s_noise = s_noise + self.noise_sampler = lambda x: torch.randn_like(x) + + def ancestral_euler_step(self, x, denoised, sigma, sigma_down): + d = to_d(x, sigma, denoised) + dt = append_dims(sigma_down - sigma, x.ndim) + + return self.euler_step(x, d, dt) + + def ancestral_step(self, x, sigma, next_sigma, sigma_up): + x = torch.where( + append_dims(next_sigma, x.ndim) > 0.0, + x + self.noise_sampler(x) * self.s_noise * append_dims(sigma_up, x.ndim), + x, + ) + return x + + def __call__(self, denoiser, x, cond, uc=None, num_steps=None): + x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( + x, cond, uc, num_steps + ) + + for i in self.get_sigma_gen(num_sigmas): + x = self.sampler_step( + s_in * sigmas[i], + s_in * sigmas[i + 1], + denoiser, + x, + cond, + uc, + ) + + return x + + +class LinearMultistepSampler(BaseDiffusionSampler): + def __init__( + self, + order=4, + *args, + **kwargs, + ): + super().__init__(*args, **kwargs) + + self.order = order + + def __call__(self, denoiser, x, cond, uc=None, num_steps=None, **kwargs): + x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( + x, cond, uc, num_steps + ) + + ds = [] + sigmas_cpu = sigmas.detach().cpu().numpy() + for i in self.get_sigma_gen(num_sigmas): + sigma = s_in * sigmas[i] + denoised = denoiser( + *self.guider.prepare_inputs(x, sigma, cond, uc), **kwargs + ) + denoised = self.guider(denoised, sigma) + d = to_d(x, sigma, denoised) + ds.append(d) + if len(ds) > self.order: + ds.pop(0) + cur_order = min(i + 1, self.order) + coeffs = [ + linear_multistep_coeff(cur_order, sigmas_cpu, i, j) + for j in range(cur_order) + ] + x = x + sum(coeff * d for coeff, d in zip(coeffs, reversed(ds))) + + return x + + +class EulerEDMSampler(EDMSampler): + def possible_correction_step( + self, euler_step, x, d, dt, next_sigma, denoiser, cond, uc + ): + return euler_step + + +class HeunEDMSampler(EDMSampler): + def possible_correction_step( + self, euler_step, x, d, dt, next_sigma, denoiser, cond, uc + ): + if torch.sum(next_sigma) < 1e-14: + # Save a network evaluation if all noise levels are 0 + return euler_step + else: + denoised = self.denoise(euler_step, denoiser, next_sigma, cond, uc) + d_new = to_d(euler_step, next_sigma, denoised) + d_prime = (d + d_new) / 2.0 + + # apply correction if noise level is not 0 + x = torch.where( + append_dims(next_sigma, x.ndim) > 0.0, x + d_prime * dt, euler_step + ) + return x + + +class EulerAncestralSampler(AncestralSampler): + def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc): + sigma_down, sigma_up = get_ancestral_step(sigma, next_sigma, eta=self.eta) + denoised = self.denoise(x, denoiser, sigma, cond, uc) + x = self.ancestral_euler_step(x, denoised, sigma, sigma_down) + x = self.ancestral_step(x, sigma, next_sigma, sigma_up) + + return x + + +class DPMPP2SAncestralSampler(AncestralSampler): + def get_variables(self, sigma, sigma_down): + t, t_next = [to_neg_log_sigma(s) for s in (sigma, sigma_down)] + h = t_next - t + s = t + 0.5 * h + return h, s, t, t_next + + def get_mult(self, h, s, t, t_next): + mult1 = to_sigma(s) / to_sigma(t) + mult2 = (-0.5 * h).expm1() + mult3 = to_sigma(t_next) / to_sigma(t) + mult4 = (-h).expm1() + + return mult1, mult2, mult3, mult4 + + def sampler_step(self, sigma, next_sigma, denoiser, x, cond, uc=None, **kwargs): + sigma_down, sigma_up = get_ancestral_step(sigma, next_sigma, eta=self.eta) + denoised = self.denoise(x, denoiser, sigma, cond, uc) + x_euler = self.ancestral_euler_step(x, denoised, sigma, sigma_down) + + if torch.sum(sigma_down) < 1e-14: + # Save a network evaluation if all noise levels are 0 + x = x_euler + else: + h, s, t, t_next = self.get_variables(sigma, sigma_down) + mult = [ + append_dims(mult, x.ndim) for mult in self.get_mult(h, s, t, t_next) + ] + + x2 = mult[0] * x - mult[1] * denoised + denoised2 = self.denoise(x2, denoiser, to_sigma(s), cond, uc) + x_dpmpp2s = mult[2] * x - mult[3] * denoised2 + + # apply correction if noise level is not 0 + x = torch.where(append_dims(sigma_down, x.ndim) > 0.0, x_dpmpp2s, x_euler) + + x = self.ancestral_step(x, sigma, next_sigma, sigma_up) + return x + + +class DPMPP2MSampler(BaseDiffusionSampler): + def get_variables(self, sigma, next_sigma, previous_sigma=None): + t, t_next = [to_neg_log_sigma(s) for s in (sigma, next_sigma)] + h = t_next - t + + if previous_sigma is not None: + h_last = t - to_neg_log_sigma(previous_sigma) + r = h_last / h + return h, r, t, t_next + else: + return h, None, t, t_next + + def get_mult(self, h, r, t, t_next, previous_sigma): + mult1 = to_sigma(t_next) / to_sigma(t) + mult2 = (-h).expm1() + + if previous_sigma is not None: + mult3 = 1 + 1 / (2 * r) + mult4 = 1 / (2 * r) + return mult1, mult2, mult3, mult4 + else: + return mult1, mult2 + + def sampler_step( + self, + old_denoised, + previous_sigma, + sigma, + next_sigma, + denoiser, + x, + cond, + uc=None, + ): + denoised = self.denoise(x, denoiser, sigma, cond, uc) + + h, r, t, t_next = self.get_variables(sigma, next_sigma, previous_sigma) + mult = [ + append_dims(mult, x.ndim) + for mult in self.get_mult(h, r, t, t_next, previous_sigma) + ] + + x_standard = mult[0] * x - mult[1] * denoised + if old_denoised is None or torch.sum(next_sigma) < 1e-14: + # Save a network evaluation if all noise levels are 0 or on the first step + return x_standard, denoised + else: + denoised_d = mult[2] * denoised - mult[3] * old_denoised + x_advanced = mult[0] * x - mult[1] * denoised_d + + # apply correction if noise level is not 0 and not first step + x = torch.where( + append_dims(next_sigma, x.ndim) > 0.0, x_advanced, x_standard + ) + + return x, denoised + + def __call__(self, denoiser, x, cond, uc=None, num_steps=None, **kwargs): + x, s_in, sigmas, num_sigmas, cond, uc = self.prepare_sampling_loop( + x, cond, uc, num_steps + ) + + old_denoised = None + for i in self.get_sigma_gen(num_sigmas): + x, old_denoised = self.sampler_step( + old_denoised, + None if i == 0 else s_in * sigmas[i - 1], + s_in * sigmas[i], + s_in * sigmas[i + 1], + denoiser, + x, + cond, + uc=uc, + ) + + return x diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/sampling_utils.py b/generative_models/sgm/build/lib/modules/diffusionmodules/sampling_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..ce78527ea9052a8bfd0856ed2278901516fb9130 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/sampling_utils.py @@ -0,0 +1,43 @@ +import torch +from scipy import integrate + +from ...util import append_dims + + +def linear_multistep_coeff(order, t, i, j, epsrel=1e-4): + if order - 1 > i: + raise ValueError(f"Order {order} too high for step {i}") + + def fn(tau): + prod = 1.0 + for k in range(order): + if j == k: + continue + prod *= (tau - t[i - k]) / (t[i - j] - t[i - k]) + return prod + + return integrate.quad(fn, t[i], t[i + 1], epsrel=epsrel)[0] + + +def get_ancestral_step(sigma_from, sigma_to, eta=1.0): + if not eta: + return sigma_to, 0.0 + sigma_up = torch.minimum( + sigma_to, + eta + * (sigma_to**2 * (sigma_from**2 - sigma_to**2) / sigma_from**2) ** 0.5, + ) + sigma_down = (sigma_to**2 - sigma_up**2) ** 0.5 + return sigma_down, sigma_up + + +def to_d(x, sigma, denoised): + return (x - denoised) / append_dims(sigma, x.ndim) + + +def to_neg_log_sigma(sigma): + return sigma.log().neg() + + +def to_sigma(neg_log_sigma): + return neg_log_sigma.neg().exp() diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/sigma_sampling.py b/generative_models/sgm/build/lib/modules/diffusionmodules/sigma_sampling.py new file mode 100644 index 0000000000000000000000000000000000000000..d54724c6ef6a7b8067784a4192b0fe2f41123063 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/sigma_sampling.py @@ -0,0 +1,31 @@ +import torch + +from ...util import default, instantiate_from_config + + +class EDMSampling: + def __init__(self, p_mean=-1.2, p_std=1.2): + self.p_mean = p_mean + self.p_std = p_std + + def __call__(self, n_samples, rand=None): + log_sigma = self.p_mean + self.p_std * default(rand, torch.randn((n_samples,))) + return log_sigma.exp() + + +class DiscreteSampling: + def __init__(self, discretization_config, num_idx, do_append_zero=False, flip=True): + self.num_idx = num_idx + self.sigmas = instantiate_from_config(discretization_config)( + num_idx, do_append_zero=do_append_zero, flip=flip + ) + + def idx_to_sigma(self, idx): + return self.sigmas[idx] + + def __call__(self, n_samples, rand=None): + idx = default( + rand, + torch.randint(0, self.num_idx, (n_samples,)), + ) + return self.idx_to_sigma(idx) diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/util.py b/generative_models/sgm/build/lib/modules/diffusionmodules/util.py new file mode 100644 index 0000000000000000000000000000000000000000..389f0e449367b1b628d61dca105343d066dbefff --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/util.py @@ -0,0 +1,369 @@ +""" +partially adopted from +https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py +and +https://github.com/lucidrains/denoising-diffusion-pytorch/blob/7706bdfc6f527f58d33f84b7b522e61e6e3164b3/denoising_diffusion_pytorch/denoising_diffusion_pytorch.py +and +https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py + +thanks! +""" + +import math +from typing import Optional + +import torch +import torch.nn as nn +from einops import rearrange, repeat + + +def make_beta_schedule( + schedule, + n_timestep, + linear_start=1e-4, + linear_end=2e-2, +): + if schedule == "linear": + betas = ( + torch.linspace( + linear_start**0.5, linear_end**0.5, n_timestep, dtype=torch.float64 + ) + ** 2 + ) + return betas.numpy() + + +def extract_into_tensor(a, t, x_shape): + b, *_ = t.shape + out = a.gather(-1, t) + return out.reshape(b, *((1,) * (len(x_shape) - 1))) + + +def mixed_checkpoint(func, inputs: dict, params, flag): + """ + Evaluate a function without caching intermediate activations, allowing for + reduced memory at the expense of extra compute in the backward pass. This differs from the original checkpoint function + borrowed from https://github.com/openai/guided-diffusion/blob/0ba878e517b276c45d1195eb29f6f5f72659a05b/guided_diffusion/nn.py in that + it also works with non-tensor inputs + :param func: the function to evaluate. + :param inputs: the argument dictionary to pass to `func`. + :param params: a sequence of parameters `func` depends on but does not + explicitly take as arguments. + :param flag: if False, disable gradient checkpointing. + """ + if flag: + tensor_keys = [key for key in inputs if isinstance(inputs[key], torch.Tensor)] + tensor_inputs = [ + inputs[key] for key in inputs if isinstance(inputs[key], torch.Tensor) + ] + non_tensor_keys = [ + key for key in inputs if not isinstance(inputs[key], torch.Tensor) + ] + non_tensor_inputs = [ + inputs[key] for key in inputs if not isinstance(inputs[key], torch.Tensor) + ] + args = tuple(tensor_inputs) + tuple(non_tensor_inputs) + tuple(params) + return MixedCheckpointFunction.apply( + func, + len(tensor_inputs), + len(non_tensor_inputs), + tensor_keys, + non_tensor_keys, + *args, + ) + else: + return func(**inputs) + + +class MixedCheckpointFunction(torch.autograd.Function): + @staticmethod + def forward( + ctx, + run_function, + length_tensors, + length_non_tensors, + tensor_keys, + non_tensor_keys, + *args, + ): + ctx.end_tensors = length_tensors + ctx.end_non_tensors = length_tensors + length_non_tensors + ctx.gpu_autocast_kwargs = { + "enabled": torch.is_autocast_enabled(), + "dtype": torch.get_autocast_gpu_dtype(), + "cache_enabled": torch.is_autocast_cache_enabled(), + } + assert ( + len(tensor_keys) == length_tensors + and len(non_tensor_keys) == length_non_tensors + ) + + ctx.input_tensors = { + key: val for (key, val) in zip(tensor_keys, list(args[: ctx.end_tensors])) + } + ctx.input_non_tensors = { + key: val + for (key, val) in zip( + non_tensor_keys, list(args[ctx.end_tensors : ctx.end_non_tensors]) + ) + } + ctx.run_function = run_function + ctx.input_params = list(args[ctx.end_non_tensors :]) + + with torch.no_grad(): + output_tensors = ctx.run_function( + **ctx.input_tensors, **ctx.input_non_tensors + ) + return output_tensors + + @staticmethod + def backward(ctx, *output_grads): + # additional_args = {key: ctx.input_tensors[key] for key in ctx.input_tensors if not isinstance(ctx.input_tensors[key],torch.Tensor)} + ctx.input_tensors = { + key: ctx.input_tensors[key].detach().requires_grad_(True) + for key in ctx.input_tensors + } + + with torch.enable_grad(), torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs): + # Fixes a bug where the first op in run_function modifies the + # Tensor storage in place, which is not allowed for detach()'d + # Tensors. + shallow_copies = { + key: ctx.input_tensors[key].view_as(ctx.input_tensors[key]) + for key in ctx.input_tensors + } + # shallow_copies.update(additional_args) + output_tensors = ctx.run_function(**shallow_copies, **ctx.input_non_tensors) + input_grads = torch.autograd.grad( + output_tensors, + list(ctx.input_tensors.values()) + ctx.input_params, + output_grads, + allow_unused=True, + ) + del ctx.input_tensors + del ctx.input_params + del output_tensors + return ( + (None, None, None, None, None) + + input_grads[: ctx.end_tensors] + + (None,) * (ctx.end_non_tensors - ctx.end_tensors) + + input_grads[ctx.end_tensors :] + ) + + +def checkpoint(func, inputs, params, flag): + """ + Evaluate a function without caching intermediate activations, allowing for + reduced memory at the expense of extra compute in the backward pass. + :param func: the function to evaluate. + :param inputs: the argument sequence to pass to `func`. + :param params: a sequence of parameters `func` depends on but does not + explicitly take as arguments. + :param flag: if False, disable gradient checkpointing. + """ + if flag: + args = tuple(inputs) + tuple(params) + return CheckpointFunction.apply(func, len(inputs), *args) + else: + return func(*inputs) + + +class CheckpointFunction(torch.autograd.Function): + @staticmethod + def forward(ctx, run_function, length, *args): + ctx.run_function = run_function + ctx.input_tensors = list(args[:length]) + ctx.input_params = list(args[length:]) + ctx.gpu_autocast_kwargs = { + "enabled": torch.is_autocast_enabled(), + "dtype": torch.get_autocast_gpu_dtype(), + "cache_enabled": torch.is_autocast_cache_enabled(), + } + with torch.no_grad(): + output_tensors = ctx.run_function(*ctx.input_tensors) + return output_tensors + + @staticmethod + def backward(ctx, *output_grads): + ctx.input_tensors = [x.detach().requires_grad_(True) for x in ctx.input_tensors] + with torch.enable_grad(), torch.cuda.amp.autocast(**ctx.gpu_autocast_kwargs): + # Fixes a bug where the first op in run_function modifies the + # Tensor storage in place, which is not allowed for detach()'d + # Tensors. + shallow_copies = [x.view_as(x) for x in ctx.input_tensors] + output_tensors = ctx.run_function(*shallow_copies) + input_grads = torch.autograd.grad( + output_tensors, + ctx.input_tensors + ctx.input_params, + output_grads, + allow_unused=True, + ) + del ctx.input_tensors + del ctx.input_params + del output_tensors + return (None, None) + input_grads + + +def timestep_embedding(timesteps, dim, max_period=10000, repeat_only=False): + """ + Create sinusoidal timestep embeddings. + :param timesteps: a 1-D Tensor of N indices, one per batch element. + These may be fractional. + :param dim: the dimension of the output. + :param max_period: controls the minimum frequency of the embeddings. + :return: an [N x dim] Tensor of positional embeddings. + """ + if not repeat_only: + half = dim // 2 + freqs = torch.exp( + -math.log(max_period) + * torch.arange(start=0, end=half, dtype=torch.float32) + / half + ).to(device=timesteps.device) + args = timesteps[:, None].float() * freqs[None] + embedding = torch.cat([torch.cos(args), torch.sin(args)], dim=-1) + if dim % 2: + embedding = torch.cat( + [embedding, torch.zeros_like(embedding[:, :1])], dim=-1 + ) + else: + embedding = repeat(timesteps, "b -> b d", d=dim) + return embedding + + +def zero_module(module): + """ + Zero out the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().zero_() + return module + + +def scale_module(module, scale): + """ + Scale the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().mul_(scale) + return module + + +def mean_flat(tensor): + """ + Take the mean over all non-batch dimensions. + """ + return tensor.mean(dim=list(range(1, len(tensor.shape)))) + + +def normalization(channels): + """ + Make a standard normalization layer. + :param channels: number of input channels. + :return: an nn.Module for normalization. + """ + return GroupNorm32(32, channels) + + +# PyTorch 1.7 has SiLU, but we support PyTorch 1.5. +class SiLU(nn.Module): + def forward(self, x): + return x * torch.sigmoid(x) + + +class GroupNorm32(nn.GroupNorm): + def forward(self, x): + return super().forward(x.float()).type(x.dtype) + + +def conv_nd(dims, *args, **kwargs): + """ + Create a 1D, 2D, or 3D convolution module. + """ + if dims == 1: + return nn.Conv1d(*args, **kwargs) + elif dims == 2: + return nn.Conv2d(*args, **kwargs) + elif dims == 3: + return nn.Conv3d(*args, **kwargs) + raise ValueError(f"unsupported dimensions: {dims}") + + +def linear(*args, **kwargs): + """ + Create a linear module. + """ + return nn.Linear(*args, **kwargs) + + +def avg_pool_nd(dims, *args, **kwargs): + """ + Create a 1D, 2D, or 3D average pooling module. + """ + if dims == 1: + return nn.AvgPool1d(*args, **kwargs) + elif dims == 2: + return nn.AvgPool2d(*args, **kwargs) + elif dims == 3: + return nn.AvgPool3d(*args, **kwargs) + raise ValueError(f"unsupported dimensions: {dims}") + + +class AlphaBlender(nn.Module): + strategies = ["learned", "fixed", "learned_with_images"] + + def __init__( + self, + alpha: float, + merge_strategy: str = "learned_with_images", + rearrange_pattern: str = "b t -> (b t) 1 1", + ): + super().__init__() + self.merge_strategy = merge_strategy + self.rearrange_pattern = rearrange_pattern + + assert ( + merge_strategy in self.strategies + ), f"merge_strategy needs to be in {self.strategies}" + + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif ( + self.merge_strategy == "learned" + or self.merge_strategy == "learned_with_images" + ): + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def get_alpha(self, image_only_indicator: torch.Tensor) -> torch.Tensor: + if self.merge_strategy == "fixed": + alpha = self.mix_factor + elif self.merge_strategy == "learned": + alpha = torch.sigmoid(self.mix_factor) + elif self.merge_strategy == "learned_with_images": + assert image_only_indicator is not None, "need image_only_indicator ..." + alpha = torch.where( + image_only_indicator.bool(), + torch.ones(1, 1, device=image_only_indicator.device), + rearrange(torch.sigmoid(self.mix_factor), "... -> ... 1"), + ) + alpha = rearrange(alpha, self.rearrange_pattern) + else: + raise NotImplementedError + return alpha + + def forward( + self, + x_spatial: torch.Tensor, + x_temporal: torch.Tensor, + image_only_indicator: Optional[torch.Tensor] = None, + ) -> torch.Tensor: + alpha = self.get_alpha(image_only_indicator) + x = ( + alpha.to(x_spatial.dtype) * x_spatial + + (1.0 - alpha).to(x_spatial.dtype) * x_temporal + ) + return x diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/video_model.py b/generative_models/sgm/build/lib/modules/diffusionmodules/video_model.py new file mode 100644 index 0000000000000000000000000000000000000000..ff2d077c7d0c7ed1c4a2c21f14105c266abc4926 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/video_model.py @@ -0,0 +1,493 @@ +from functools import partial +from typing import List, Optional, Union + +from einops import rearrange + +from ...modules.diffusionmodules.openaimodel import * +from ...modules.video_attention import SpatialVideoTransformer +from ...util import default +from .util import AlphaBlender + + +class VideoResBlock(ResBlock): + def __init__( + self, + channels: int, + emb_channels: int, + dropout: float, + video_kernel_size: Union[int, List[int]] = 3, + merge_strategy: str = "fixed", + merge_factor: float = 0.5, + out_channels: Optional[int] = None, + use_conv: bool = False, + use_scale_shift_norm: bool = False, + dims: int = 2, + use_checkpoint: bool = False, + up: bool = False, + down: bool = False, + ): + super().__init__( + channels, + emb_channels, + dropout, + out_channels=out_channels, + use_conv=use_conv, + use_scale_shift_norm=use_scale_shift_norm, + dims=dims, + use_checkpoint=use_checkpoint, + up=up, + down=down, + ) + + self.time_stack = ResBlock( + default(out_channels, channels), + emb_channels, + dropout=dropout, + dims=3, + out_channels=default(out_channels, channels), + use_scale_shift_norm=False, + use_conv=False, + up=False, + down=False, + kernel_size=video_kernel_size, + use_checkpoint=use_checkpoint, + exchange_temb_dims=True, + ) + self.time_mixer = AlphaBlender( + alpha=merge_factor, + merge_strategy=merge_strategy, + rearrange_pattern="b t -> b 1 t 1 1", + ) + + def forward( + self, + x: th.Tensor, + emb: th.Tensor, + num_video_frames: int, + image_only_indicator: Optional[th.Tensor] = None, + ) -> th.Tensor: + x = super().forward(x, emb) + + x_mix = rearrange(x, "(b t) c h w -> b c t h w", t=num_video_frames) + x = rearrange(x, "(b t) c h w -> b c t h w", t=num_video_frames) + + x = self.time_stack( + x, rearrange(emb, "(b t) ... -> b t ...", t=num_video_frames) + ) + x = self.time_mixer( + x_spatial=x_mix, x_temporal=x, image_only_indicator=image_only_indicator + ) + x = rearrange(x, "b c t h w -> (b t) c h w") + return x + + +class VideoUNet(nn.Module): + def __init__( + self, + in_channels: int, + model_channels: int, + out_channels: int, + num_res_blocks: int, + attention_resolutions: int, + dropout: float = 0.0, + channel_mult: List[int] = (1, 2, 4, 8), + conv_resample: bool = True, + dims: int = 2, + num_classes: Optional[int] = None, + use_checkpoint: bool = False, + num_heads: int = -1, + num_head_channels: int = -1, + num_heads_upsample: int = -1, + use_scale_shift_norm: bool = False, + resblock_updown: bool = False, + transformer_depth: Union[List[int], int] = 1, + transformer_depth_middle: Optional[int] = None, + context_dim: Optional[int] = None, + time_downup: bool = False, + time_context_dim: Optional[int] = None, + extra_ff_mix_layer: bool = False, + use_spatial_context: bool = False, + merge_strategy: str = "fixed", + merge_factor: float = 0.5, + spatial_transformer_attn_type: str = "softmax", + video_kernel_size: Union[int, List[int]] = 3, + use_linear_in_transformer: bool = False, + adm_in_channels: Optional[int] = None, + disable_temporal_crossattention: bool = False, + max_ddpm_temb_period: int = 10000, + ): + super().__init__() + assert context_dim is not None + + if num_heads_upsample == -1: + num_heads_upsample = num_heads + + if num_heads == -1: + assert num_head_channels != -1 + + if num_head_channels == -1: + assert num_heads != -1 + + self.in_channels = in_channels + self.model_channels = model_channels + self.out_channels = out_channels + if isinstance(transformer_depth, int): + transformer_depth = len(channel_mult) * [transformer_depth] + transformer_depth_middle = default( + transformer_depth_middle, transformer_depth[-1] + ) + + self.num_res_blocks = num_res_blocks + self.attention_resolutions = attention_resolutions + self.dropout = dropout + self.channel_mult = channel_mult + self.conv_resample = conv_resample + self.num_classes = num_classes + self.use_checkpoint = use_checkpoint + self.num_heads = num_heads + self.num_head_channels = num_head_channels + self.num_heads_upsample = num_heads_upsample + + time_embed_dim = model_channels * 4 + self.time_embed = nn.Sequential( + linear(model_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ) + + if self.num_classes is not None: + if isinstance(self.num_classes, int): + self.label_emb = nn.Embedding(num_classes, time_embed_dim) + elif self.num_classes == "continuous": + print("setting up linear c_adm embedding layer") + self.label_emb = nn.Linear(1, time_embed_dim) + elif self.num_classes == "timestep": + self.label_emb = nn.Sequential( + Timestep(model_channels), + nn.Sequential( + linear(model_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ), + ) + + elif self.num_classes == "sequential": + assert adm_in_channels is not None + self.label_emb = nn.Sequential( + nn.Sequential( + linear(adm_in_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, time_embed_dim), + ) + ) + else: + raise ValueError() + + self.input_blocks = nn.ModuleList( + [ + TimestepEmbedSequential( + conv_nd(dims, in_channels, model_channels, 3, padding=1) + ) + ] + ) + self._feature_size = model_channels + input_block_chans = [model_channels] + ch = model_channels + ds = 1 + + def get_attention_layer( + ch, + num_heads, + dim_head, + depth=1, + context_dim=None, + use_checkpoint=False, + disabled_sa=False, + ): + return SpatialVideoTransformer( + ch, + num_heads, + dim_head, + depth=depth, + context_dim=context_dim, + time_context_dim=time_context_dim, + dropout=dropout, + ff_in=extra_ff_mix_layer, + use_spatial_context=use_spatial_context, + merge_strategy=merge_strategy, + merge_factor=merge_factor, + checkpoint=use_checkpoint, + use_linear=use_linear_in_transformer, + attn_mode=spatial_transformer_attn_type, + disable_self_attn=disabled_sa, + disable_temporal_crossattention=disable_temporal_crossattention, + max_time_embed_period=max_ddpm_temb_period, + ) + + def get_resblock( + merge_factor, + merge_strategy, + video_kernel_size, + ch, + time_embed_dim, + dropout, + out_ch, + dims, + use_checkpoint, + use_scale_shift_norm, + down=False, + up=False, + ): + return VideoResBlock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + channels=ch, + emb_channels=time_embed_dim, + dropout=dropout, + out_channels=out_ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + down=down, + up=up, + ) + + for level, mult in enumerate(channel_mult): + for _ in range(num_res_blocks): + layers = [ + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch, + time_embed_dim=time_embed_dim, + dropout=dropout, + out_ch=mult * model_channels, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ) + ] + ch = mult * model_channels + if ds in attention_resolutions: + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + layers.append( + get_attention_layer( + ch, + num_heads, + dim_head, + depth=transformer_depth[level], + context_dim=context_dim, + use_checkpoint=use_checkpoint, + disabled_sa=False, + ) + ) + self.input_blocks.append(TimestepEmbedSequential(*layers)) + self._feature_size += ch + input_block_chans.append(ch) + if level != len(channel_mult) - 1: + ds *= 2 + out_ch = ch + self.input_blocks.append( + TimestepEmbedSequential( + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch, + time_embed_dim=time_embed_dim, + dropout=dropout, + out_ch=out_ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + down=True, + ) + if resblock_updown + else Downsample( + ch, + conv_resample, + dims=dims, + out_channels=out_ch, + third_down=time_downup, + ) + ) + ) + ch = out_ch + input_block_chans.append(ch) + + self._feature_size += ch + + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + self.middle_block = TimestepEmbedSequential( + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch, + time_embed_dim=time_embed_dim, + out_ch=None, + dropout=dropout, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ), + get_attention_layer( + ch, + num_heads, + dim_head, + depth=transformer_depth_middle, + context_dim=context_dim, + use_checkpoint=use_checkpoint, + ), + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch, + out_ch=None, + time_embed_dim=time_embed_dim, + dropout=dropout, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ), + ) + self._feature_size += ch + + self.output_blocks = nn.ModuleList([]) + for level, mult in list(enumerate(channel_mult))[::-1]: + for i in range(num_res_blocks + 1): + ich = input_block_chans.pop() + layers = [ + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch + ich, + time_embed_dim=time_embed_dim, + dropout=dropout, + out_ch=model_channels * mult, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + ) + ] + ch = model_channels * mult + if ds in attention_resolutions: + if num_head_channels == -1: + dim_head = ch // num_heads + else: + num_heads = ch // num_head_channels + dim_head = num_head_channels + + layers.append( + get_attention_layer( + ch, + num_heads, + dim_head, + depth=transformer_depth[level], + context_dim=context_dim, + use_checkpoint=use_checkpoint, + disabled_sa=False, + ) + ) + if level and i == num_res_blocks: + out_ch = ch + ds //= 2 + layers.append( + get_resblock( + merge_factor=merge_factor, + merge_strategy=merge_strategy, + video_kernel_size=video_kernel_size, + ch=ch, + time_embed_dim=time_embed_dim, + dropout=dropout, + out_ch=out_ch, + dims=dims, + use_checkpoint=use_checkpoint, + use_scale_shift_norm=use_scale_shift_norm, + up=True, + ) + if resblock_updown + else Upsample( + ch, + conv_resample, + dims=dims, + out_channels=out_ch, + third_up=time_downup, + ) + ) + + self.output_blocks.append(TimestepEmbedSequential(*layers)) + self._feature_size += ch + + self.out = nn.Sequential( + normalization(ch), + nn.SiLU(), + zero_module(conv_nd(dims, model_channels, out_channels, 3, padding=1)), + ) + + def forward( + self, + x: th.Tensor, + timesteps: th.Tensor, + context: Optional[th.Tensor] = None, + y: Optional[th.Tensor] = None, + time_context: Optional[th.Tensor] = None, + num_video_frames: Optional[int] = None, + image_only_indicator: Optional[th.Tensor] = None, + ): + assert (y is not None) == ( + self.num_classes is not None + ), "must specify y if and only if the model is class-conditional -> no, relax this TODO" + hs = [] + t_emb = timestep_embedding(timesteps, self.model_channels, repeat_only=False) + emb = self.time_embed(t_emb) + + if self.num_classes is not None: + assert y.shape[0] == x.shape[0] + emb = emb + self.label_emb(y) + + h = x + for module in self.input_blocks: + h = module( + h, + emb, + context=context, + image_only_indicator=image_only_indicator, + time_context=time_context, + num_video_frames=num_video_frames, + ) + hs.append(h) + h = self.middle_block( + h, + emb, + context=context, + image_only_indicator=image_only_indicator, + time_context=time_context, + num_video_frames=num_video_frames, + ) + for module in self.output_blocks: + h = th.cat([h, hs.pop()], dim=1) + h = module( + h, + emb, + context=context, + image_only_indicator=image_only_indicator, + time_context=time_context, + num_video_frames=num_video_frames, + ) + h = h.type(x.dtype) + return self.out(h) diff --git a/generative_models/sgm/build/lib/modules/diffusionmodules/wrappers.py b/generative_models/sgm/build/lib/modules/diffusionmodules/wrappers.py new file mode 100644 index 0000000000000000000000000000000000000000..37449ea63e992b9f89856f1f47c18ba68be8e334 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/diffusionmodules/wrappers.py @@ -0,0 +1,34 @@ +import torch +import torch.nn as nn +from packaging import version + +OPENAIUNETWRAPPER = "sgm.modules.diffusionmodules.wrappers.OpenAIWrapper" + + +class IdentityWrapper(nn.Module): + def __init__(self, diffusion_model, compile_model: bool = False): + super().__init__() + compile = ( + torch.compile + if (version.parse(torch.__version__) >= version.parse("2.0.0")) + and compile_model + else lambda x: x + ) + self.diffusion_model = compile(diffusion_model) + + def forward(self, *args, **kwargs): + return self.diffusion_model(*args, **kwargs) + + +class OpenAIWrapper(IdentityWrapper): + def forward( + self, x: torch.Tensor, t: torch.Tensor, c: dict, **kwargs + ) -> torch.Tensor: + x = torch.cat((x, c.get("concat", torch.Tensor([]).type_as(x))), dim=1) + return self.diffusion_model( + x, + timesteps=t, + context=c.get("crossattn", None), + y=c.get("vector", None), + **kwargs, + ) diff --git a/generative_models/sgm/build/lib/modules/distributions/__init__.py b/generative_models/sgm/build/lib/modules/distributions/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/distributions/distributions.py b/generative_models/sgm/build/lib/modules/distributions/distributions.py new file mode 100644 index 0000000000000000000000000000000000000000..016be35523187ea366db9ade391fe8ee276db60b --- /dev/null +++ b/generative_models/sgm/build/lib/modules/distributions/distributions.py @@ -0,0 +1,102 @@ +import numpy as np +import torch + + +class AbstractDistribution: + def sample(self): + raise NotImplementedError() + + def mode(self): + raise NotImplementedError() + + +class DiracDistribution(AbstractDistribution): + def __init__(self, value): + self.value = value + + def sample(self): + return self.value + + def mode(self): + return self.value + + +class DiagonalGaussianDistribution(object): + def __init__(self, parameters, deterministic=False): + self.parameters = parameters + self.mean, self.logvar = torch.chunk(parameters, 2, dim=1) + self.logvar = torch.clamp(self.logvar, -30.0, 20.0) + self.deterministic = deterministic + self.std = torch.exp(0.5 * self.logvar) + self.var = torch.exp(self.logvar) + if self.deterministic: + self.var = self.std = torch.zeros_like(self.mean).to( + device=self.parameters.device + ) + + def sample(self): + x = self.mean + self.std * torch.randn(self.mean.shape).to( + device=self.parameters.device + ) + return x + + def kl(self, other=None): + if self.deterministic: + return torch.Tensor([0.0]) + else: + if other is None: + return 0.5 * torch.sum( + torch.pow(self.mean, 2) + self.var - 1.0 - self.logvar, + dim=[1, 2, 3], + ) + else: + return 0.5 * torch.sum( + torch.pow(self.mean - other.mean, 2) / other.var + + self.var / other.var + - 1.0 + - self.logvar + + other.logvar, + dim=[1, 2, 3], + ) + + def nll(self, sample, dims=[1, 2, 3]): + if self.deterministic: + return torch.Tensor([0.0]) + logtwopi = np.log(2.0 * np.pi) + return 0.5 * torch.sum( + logtwopi + self.logvar + torch.pow(sample - self.mean, 2) / self.var, + dim=dims, + ) + + def mode(self): + return self.mean + + +def normal_kl(mean1, logvar1, mean2, logvar2): + """ + source: https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/losses.py#L12 + Compute the KL divergence between two gaussians. + Shapes are automatically broadcasted, so batches can be compared to + scalars, among other use cases. + """ + tensor = None + for obj in (mean1, logvar1, mean2, logvar2): + if isinstance(obj, torch.Tensor): + tensor = obj + break + assert tensor is not None, "at least one argument must be a Tensor" + + # Force variances to be Tensors. Broadcasting helps convert scalars to + # Tensors, but it does not work for torch.exp(). + logvar1, logvar2 = [ + x if isinstance(x, torch.Tensor) else torch.tensor(x).to(tensor) + for x in (logvar1, logvar2) + ] + + return 0.5 * ( + -1.0 + + logvar2 + - logvar1 + + torch.exp(logvar1 - logvar2) + + ((mean1 - mean2) ** 2) * torch.exp(-logvar2) + ) diff --git a/generative_models/sgm/build/lib/modules/ema.py b/generative_models/sgm/build/lib/modules/ema.py new file mode 100644 index 0000000000000000000000000000000000000000..97b5ae2b230f89b4dba57e44c4f851478ad86f68 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/ema.py @@ -0,0 +1,86 @@ +import torch +from torch import nn + + +class LitEma(nn.Module): + def __init__(self, model, decay=0.9999, use_num_upates=True): + super().__init__() + if decay < 0.0 or decay > 1.0: + raise ValueError("Decay must be between 0 and 1") + + self.m_name2s_name = {} + self.register_buffer("decay", torch.tensor(decay, dtype=torch.float32)) + self.register_buffer( + "num_updates", + torch.tensor(0, dtype=torch.int) + if use_num_upates + else torch.tensor(-1, dtype=torch.int), + ) + + for name, p in model.named_parameters(): + if p.requires_grad: + # remove as '.'-character is not allowed in buffers + s_name = name.replace(".", "") + self.m_name2s_name.update({name: s_name}) + self.register_buffer(s_name, p.clone().detach().data) + + self.collected_params = [] + + def reset_num_updates(self): + del self.num_updates + self.register_buffer("num_updates", torch.tensor(0, dtype=torch.int)) + + def forward(self, model): + decay = self.decay + + if self.num_updates >= 0: + self.num_updates += 1 + decay = min(self.decay, (1 + self.num_updates) / (10 + self.num_updates)) + + one_minus_decay = 1.0 - decay + + with torch.no_grad(): + m_param = dict(model.named_parameters()) + shadow_params = dict(self.named_buffers()) + + for key in m_param: + if m_param[key].requires_grad: + sname = self.m_name2s_name[key] + shadow_params[sname] = shadow_params[sname].type_as(m_param[key]) + shadow_params[sname].sub_( + one_minus_decay * (shadow_params[sname] - m_param[key]) + ) + else: + assert not key in self.m_name2s_name + + def copy_to(self, model): + m_param = dict(model.named_parameters()) + shadow_params = dict(self.named_buffers()) + for key in m_param: + if m_param[key].requires_grad: + m_param[key].data.copy_(shadow_params[self.m_name2s_name[key]].data) + else: + assert not key in self.m_name2s_name + + def store(self, parameters): + """ + Save the current parameters for restoring later. + Args: + parameters: Iterable of `torch.nn.Parameter`; the parameters to be + temporarily stored. + """ + self.collected_params = [param.clone() for param in parameters] + + def restore(self, parameters): + """ + Restore the parameters stored with the `store` method. + Useful to validate the model with EMA parameters without affecting the + original optimization process. Store the parameters before the + `copy_to` method. After validation (or model saving), use this to + restore the former parameters. + Args: + parameters: Iterable of `torch.nn.Parameter`; the parameters to be + updated with the stored parameters. + """ + for c_param, param in zip(self.collected_params, parameters): + param.data.copy_(c_param.data) diff --git a/generative_models/sgm/build/lib/modules/encoders/__init__.py b/generative_models/sgm/build/lib/modules/encoders/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/build/lib/modules/encoders/modules.py b/generative_models/sgm/build/lib/modules/encoders/modules.py new file mode 100644 index 0000000000000000000000000000000000000000..2804c119eb1e09aaf5a9ba874afb71482d8abcb5 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/encoders/modules.py @@ -0,0 +1,1065 @@ +import math +from contextlib import nullcontext +from functools import partial +from typing import Dict, List, Optional, Tuple, Union + +import kornia +import numpy as np +import open_clip +import torch +import torch.nn as nn +from einops import rearrange, repeat +from omegaconf import ListConfig +from torch.utils.checkpoint import checkpoint +from transformers import (ByT5Tokenizer, CLIPTextModel, CLIPTokenizer, + T5EncoderModel, T5Tokenizer) + +from ...modules.autoencoding.regularizers import DiagonalGaussianRegularizer +from ...modules.diffusionmodules.model import Encoder +from ...modules.diffusionmodules.openaimodel import Timestep +from ...modules.diffusionmodules.util import (extract_into_tensor, + make_beta_schedule) +from ...modules.distributions.distributions import DiagonalGaussianDistribution +from ...util import (append_dims, autocast, count_params, default, + disabled_train, expand_dims_like, instantiate_from_config) + + +class AbstractEmbModel(nn.Module): + def __init__(self): + super().__init__() + self._is_trainable = None + self._ucg_rate = None + self._input_key = None + + @property + def is_trainable(self) -> bool: + return self._is_trainable + + @property + def ucg_rate(self) -> Union[float, torch.Tensor]: + return self._ucg_rate + + @property + def input_key(self) -> str: + return self._input_key + + @is_trainable.setter + def is_trainable(self, value: bool): + self._is_trainable = value + + @ucg_rate.setter + def ucg_rate(self, value: Union[float, torch.Tensor]): + self._ucg_rate = value + + @input_key.setter + def input_key(self, value: str): + self._input_key = value + + @is_trainable.deleter + def is_trainable(self): + del self._is_trainable + + @ucg_rate.deleter + def ucg_rate(self): + del self._ucg_rate + + @input_key.deleter + def input_key(self): + del self._input_key + + +class GeneralConditioner(nn.Module): + OUTPUT_DIM2KEYS = {2: "vector", 3: "crossattn", 4: "concat", 5: "concat"} + KEY2CATDIM = {"vector": 1, "crossattn": 2, "concat": 1} + + def __init__(self, emb_models: Union[List, ListConfig]): + super().__init__() + embedders = [] + for n, embconfig in enumerate(emb_models): + embedder = instantiate_from_config(embconfig) + assert isinstance( + embedder, AbstractEmbModel + ), f"embedder model {embedder.__class__.__name__} has to inherit from AbstractEmbModel" + embedder.is_trainable = embconfig.get("is_trainable", False) + embedder.ucg_rate = embconfig.get("ucg_rate", 0.0) + if not embedder.is_trainable: + embedder.train = disabled_train + for param in embedder.parameters(): + param.requires_grad = False + embedder.eval() + print( + f"Initialized embedder #{n}: {embedder.__class__.__name__} " + f"with {count_params(embedder, False)} params. Trainable: {embedder.is_trainable}" + ) + + if "input_key" in embconfig: + embedder.input_key = embconfig["input_key"] + elif "input_keys" in embconfig: + embedder.input_keys = embconfig["input_keys"] + else: + raise KeyError( + f"need either 'input_key' or 'input_keys' for embedder {embedder.__class__.__name__}" + ) + + embedder.legacy_ucg_val = embconfig.get("legacy_ucg_value", None) + if embedder.legacy_ucg_val is not None: + embedder.ucg_prng = np.random.RandomState() + + embedders.append(embedder) + self.embedders = nn.ModuleList(embedders) + + def possibly_get_ucg_val(self, embedder: AbstractEmbModel, batch: Dict) -> Dict: + assert embedder.legacy_ucg_val is not None + p = embedder.ucg_rate + val = embedder.legacy_ucg_val + for i in range(len(batch[embedder.input_key])): + if embedder.ucg_prng.choice(2, p=[1 - p, p]): + batch[embedder.input_key][i] = val + return batch + + def forward( + self, batch: Dict, force_zero_embeddings: Optional[List] = None + ) -> Dict: + output = dict() + if force_zero_embeddings is None: + force_zero_embeddings = [] + for embedder in self.embedders: + embedding_context = nullcontext if embedder.is_trainable else torch.no_grad + with embedding_context(): + if hasattr(embedder, "input_key") and (embedder.input_key is not None): + if embedder.legacy_ucg_val is not None: + batch = self.possibly_get_ucg_val(embedder, batch) + emb_out = embedder(batch[embedder.input_key]) + elif hasattr(embedder, "input_keys"): + emb_out = embedder(*[batch[k] for k in embedder.input_keys]) + assert isinstance( + emb_out, (torch.Tensor, list, tuple) + ), f"encoder outputs must be tensors or a sequence, but got {type(emb_out)}" + if not isinstance(emb_out, (list, tuple)): + emb_out = [emb_out] + for emb in emb_out: + out_key = self.OUTPUT_DIM2KEYS[emb.dim()] + if embedder.ucg_rate > 0.0 and embedder.legacy_ucg_val is None: + emb = ( + expand_dims_like( + torch.bernoulli( + (1.0 - embedder.ucg_rate) + * torch.ones(emb.shape[0], device=emb.device) + ), + emb, + ) + * emb + ) + if ( + hasattr(embedder, "input_key") + and embedder.input_key in force_zero_embeddings + ): + emb = torch.zeros_like(emb) + if out_key in output: + output[out_key] = torch.cat( + (output[out_key], emb), self.KEY2CATDIM[out_key] + ) + else: + output[out_key] = emb + return output + + def get_unconditional_conditioning( + self, + batch_c: Dict, + batch_uc: Optional[Dict] = None, + force_uc_zero_embeddings: Optional[List[str]] = None, + force_cond_zero_embeddings: Optional[List[str]] = None, + ): + if force_uc_zero_embeddings is None: + force_uc_zero_embeddings = [] + ucg_rates = list() + for embedder in self.embedders: + ucg_rates.append(embedder.ucg_rate) + embedder.ucg_rate = 0.0 + c = self(batch_c, force_cond_zero_embeddings) + uc = self(batch_c if batch_uc is None else batch_uc, force_uc_zero_embeddings) + + for embedder, rate in zip(self.embedders, ucg_rates): + embedder.ucg_rate = rate + return c, uc + + +class InceptionV3(nn.Module): + """Wrapper around the https://github.com/mseitzer/pytorch-fid inception + port with an additional squeeze at the end""" + + def __init__(self, normalize_input=False, **kwargs): + super().__init__() + from pytorch_fid import inception + + kwargs["resize_input"] = True + self.model = inception.InceptionV3(normalize_input=normalize_input, **kwargs) + + def forward(self, inp): + outp = self.model(inp) + + if len(outp) == 1: + return outp[0].squeeze() + + return outp + + +class IdentityEncoder(AbstractEmbModel): + def encode(self, x): + return x + + def forward(self, x): + return x + + +class ClassEmbedder(AbstractEmbModel): + def __init__(self, embed_dim, n_classes=1000, add_sequence_dim=False): + super().__init__() + self.embedding = nn.Embedding(n_classes, embed_dim) + self.n_classes = n_classes + self.add_sequence_dim = add_sequence_dim + + def forward(self, c): + c = self.embedding(c) + if self.add_sequence_dim: + c = c[:, None, :] + return c + + def get_unconditional_conditioning(self, bs, device="cuda"): + uc_class = ( + self.n_classes - 1 + ) # 1000 classes --> 0 ... 999, one extra class for ucg (class 1000) + uc = torch.ones((bs,), device=device) * uc_class + uc = {self.key: uc.long()} + return uc + + +class ClassEmbedderForMultiCond(ClassEmbedder): + def forward(self, batch, key=None, disable_dropout=False): + out = batch + key = default(key, self.key) + islist = isinstance(batch[key], list) + if islist: + batch[key] = batch[key][0] + c_out = super().forward(batch, key, disable_dropout) + out[key] = [c_out] if islist else c_out + return out + + +class FrozenT5Embedder(AbstractEmbModel): + """Uses the T5 transformer encoder for text""" + + def __init__( + self, version="google/t5-v1_1-xxl", device="cuda", max_length=77, freeze=True + ): # others are google/t5-v1_1-xl and google/t5-v1_1-xxl + super().__init__() + self.tokenizer = T5Tokenizer.from_pretrained(version) + self.transformer = T5EncoderModel.from_pretrained(version) + self.device = device + self.max_length = max_length + if freeze: + self.freeze() + + def freeze(self): + self.transformer = self.transformer.eval() + + for param in self.parameters(): + param.requires_grad = False + + def forward(self, text): + batch_encoding = self.tokenizer( + text, + truncation=True, + max_length=self.max_length, + return_length=True, + return_overflowing_tokens=False, + padding="max_length", + return_tensors="pt", + ) + tokens = batch_encoding["input_ids"].to(self.device) + with torch.autocast("cuda", enabled=False): + outputs = self.transformer(input_ids=tokens) + z = outputs.last_hidden_state + return z + + def encode(self, text): + return self(text) + + +class FrozenByT5Embedder(AbstractEmbModel): + """ + Uses the ByT5 transformer encoder for text. Is character-aware. + """ + + def __init__( + self, version="google/byt5-base", device="cuda", max_length=77, freeze=True + ): # others are google/t5-v1_1-xl and google/t5-v1_1-xxl + super().__init__() + self.tokenizer = ByT5Tokenizer.from_pretrained(version) + self.transformer = T5EncoderModel.from_pretrained(version) + self.device = device + self.max_length = max_length + if freeze: + self.freeze() + + def freeze(self): + self.transformer = self.transformer.eval() + + for param in self.parameters(): + param.requires_grad = False + + def forward(self, text): + batch_encoding = self.tokenizer( + text, + truncation=True, + max_length=self.max_length, + return_length=True, + return_overflowing_tokens=False, + padding="max_length", + return_tensors="pt", + ) + tokens = batch_encoding["input_ids"].to(self.device) + with torch.autocast("cuda", enabled=False): + outputs = self.transformer(input_ids=tokens) + z = outputs.last_hidden_state + return z + + def encode(self, text): + return self(text) + + +class FrozenCLIPEmbedder(AbstractEmbModel): + """Uses the CLIP transformer encoder for text (from huggingface)""" + + LAYERS = ["last", "pooled", "hidden"] + + def __init__( + self, + version="openai/clip-vit-large-patch14", + device="cuda", + max_length=77, + freeze=True, + layer="last", + layer_idx=None, + always_return_pooled=False, + ): # clip-vit-base-patch32 + super().__init__() + assert layer in self.LAYERS + self.tokenizer = CLIPTokenizer.from_pretrained(version) + self.transformer = CLIPTextModel.from_pretrained(version) + self.device = device + self.max_length = max_length + if freeze: + self.freeze() + self.layer = layer + self.layer_idx = layer_idx + self.return_pooled = always_return_pooled + if layer == "hidden": + assert layer_idx is not None + assert 0 <= abs(layer_idx) <= 12 + + def freeze(self): + self.transformer = self.transformer.eval() + + for param in self.parameters(): + param.requires_grad = False + + @autocast + def forward(self, text): + batch_encoding = self.tokenizer( + text, + truncation=True, + max_length=self.max_length, + return_length=True, + return_overflowing_tokens=False, + padding="max_length", + return_tensors="pt", + ) + tokens = batch_encoding["input_ids"].to(self.device) + outputs = self.transformer( + input_ids=tokens, output_hidden_states=self.layer == "hidden" + ) + if self.layer == "last": + z = outputs.last_hidden_state + elif self.layer == "pooled": + z = outputs.pooler_output[:, None, :] + else: + z = outputs.hidden_states[self.layer_idx] + if self.return_pooled: + return z, outputs.pooler_output + return z + + def encode(self, text): + return self(text) + + +class FrozenOpenCLIPEmbedder2(AbstractEmbModel): + """ + Uses the OpenCLIP transformer encoder for text + """ + + LAYERS = ["pooled", "last", "penultimate"] + + def __init__( + self, + arch="ViT-H-14", + version="laion2b_s32b_b79k", + device="cuda", + max_length=77, + freeze=True, + layer="last", + always_return_pooled=False, + legacy=True, + ): + super().__init__() + assert layer in self.LAYERS + model, _, _ = open_clip.create_model_and_transforms( + arch, + device=torch.device("cpu"), + pretrained=version, + ) + del model.visual + self.model = model + + self.device = device + self.max_length = max_length + self.return_pooled = always_return_pooled + if freeze: + self.freeze() + self.layer = layer + if self.layer == "last": + self.layer_idx = 0 + elif self.layer == "penultimate": + self.layer_idx = 1 + else: + raise NotImplementedError() + self.legacy = legacy + + def freeze(self): + self.model = self.model.eval() + for param in self.parameters(): + param.requires_grad = False + + @autocast + def forward(self, text): + tokens = open_clip.tokenize(text) + z = self.encode_with_transformer(tokens.to(self.device)) + if not self.return_pooled and self.legacy: + return z + if self.return_pooled: + assert not self.legacy + return z[self.layer], z["pooled"] + return z[self.layer] + + def encode_with_transformer(self, text): + x = self.model.token_embedding(text) # [batch_size, n_ctx, d_model] + x = x + self.model.positional_embedding + x = x.permute(1, 0, 2) # NLD -> LND + x = self.text_transformer_forward(x, attn_mask=self.model.attn_mask) + if self.legacy: + x = x[self.layer] + x = self.model.ln_final(x) + return x + else: + # x is a dict and will stay a dict + o = x["last"] + o = self.model.ln_final(o) + pooled = self.pool(o, text) + x["pooled"] = pooled + return x + + def pool(self, x, text): + # take features from the eot embedding (eot_token is the highest number in each sequence) + x = ( + x[torch.arange(x.shape[0]), text.argmax(dim=-1)] + @ self.model.text_projection + ) + return x + + def text_transformer_forward(self, x: torch.Tensor, attn_mask=None): + outputs = {} + for i, r in enumerate(self.model.transformer.resblocks): + if i == len(self.model.transformer.resblocks) - 1: + outputs["penultimate"] = x.permute(1, 0, 2) # LND -> NLD + if ( + self.model.transformer.grad_checkpointing + and not torch.jit.is_scripting() + ): + x = checkpoint(r, x, attn_mask) + else: + x = r(x, attn_mask=attn_mask) + outputs["last"] = x.permute(1, 0, 2) # LND -> NLD + return outputs + + def encode(self, text): + return self(text) + + +class FrozenOpenCLIPEmbedder(AbstractEmbModel): + LAYERS = [ + # "pooled", + "last", + "penultimate", + ] + + def __init__( + self, + arch="ViT-H-14", + version="laion2b_s32b_b79k", + device="cuda", + max_length=77, + freeze=True, + layer="last", + ): + super().__init__() + assert layer in self.LAYERS + model, _, _ = open_clip.create_model_and_transforms( + arch, device=torch.device("cpu"), pretrained=version + ) + del model.visual + self.model = model + + self.device = device + self.max_length = max_length + if freeze: + self.freeze() + self.layer = layer + if self.layer == "last": + self.layer_idx = 0 + elif self.layer == "penultimate": + self.layer_idx = 1 + else: + raise NotImplementedError() + + def freeze(self): + self.model = self.model.eval() + for param in self.parameters(): + param.requires_grad = False + + def forward(self, text): + tokens = open_clip.tokenize(text) + z = self.encode_with_transformer(tokens.to(self.device)) + return z + + def encode_with_transformer(self, text): + x = self.model.token_embedding(text) # [batch_size, n_ctx, d_model] + x = x + self.model.positional_embedding + x = x.permute(1, 0, 2) # NLD -> LND + x = self.text_transformer_forward(x, attn_mask=self.model.attn_mask) + x = x.permute(1, 0, 2) # LND -> NLD + x = self.model.ln_final(x) + return x + + def text_transformer_forward(self, x: torch.Tensor, attn_mask=None): + for i, r in enumerate(self.model.transformer.resblocks): + if i == len(self.model.transformer.resblocks) - self.layer_idx: + break + if ( + self.model.transformer.grad_checkpointing + and not torch.jit.is_scripting() + ): + x = checkpoint(r, x, attn_mask) + else: + x = r(x, attn_mask=attn_mask) + return x + + def encode(self, text): + return self(text) + + +class FrozenOpenCLIPImageEmbedder(AbstractEmbModel): + """ + Uses the OpenCLIP vision transformer encoder for images + """ + + def __init__( + self, + arch="ViT-H-14", + version="laion2b_s32b_b79k", + device="cuda", + init_device="cpu", + max_length=77, + freeze=True, + antialias=True, + ucg_rate=0.0, + unsqueeze_dim=False, + repeat_to_max_len=False, + num_image_crops=0, + output_tokens=False, + l2_norm_tokens=False, + only_tokens=False, + cache_dir: Optional[str] = None, + ): + super().__init__() + model, _, _ = open_clip.create_model_and_transforms( + arch, + device=torch.device(init_device), + pretrained=version, + cache_dir=cache_dir, + ) + del model.transformer + self.model = model + self.max_crops = num_image_crops + self.pad_to_max_len = self.max_crops > 0 + self.repeat_to_max_len = repeat_to_max_len and (not self.pad_to_max_len) + self.device = device + self.max_length = max_length + if freeze: + self.freeze() + + self.antialias = antialias + + self.register_buffer( + "mean", torch.Tensor([0.48145466, 0.4578275, 0.40821073]), persistent=False + ) + self.register_buffer( + "std", torch.Tensor([0.26862954, 0.26130258, 0.27577711]), persistent=False + ) + self.ucg_rate = ucg_rate + self.unsqueeze_dim = unsqueeze_dim + self.stored_batch = None + self.model.visual.output_tokens = output_tokens + self.output_tokens = output_tokens + if only_tokens: + assert output_tokens + self.only_tokens = only_tokens + self.l2_norm_tokens = l2_norm_tokens + if l2_norm_tokens: + assert output_tokens + + def preprocess(self, x): + # normalize to [0,1] + x = kornia.geometry.resize( + x, + (224, 224), + interpolation="bicubic", + align_corners=True, + antialias=self.antialias, + ) + x = (x + 1.0) / 2.0 + # renormalize according to clip + x = kornia.enhance.normalize(x, self.mean, self.std) + return x + + def freeze(self): + self.model = self.model.eval() + for param in self.parameters(): + param.requires_grad = False + + @autocast + def forward(self, image, no_dropout=False): + z = self.encode_with_vision_transformer(image) + tokens = None + if self.output_tokens: + z, tokens = z[0], z[1] + z = z.to(image.dtype) + if self.ucg_rate > 0.0 and not no_dropout and not (self.max_crops > 0): + z = ( + torch.bernoulli( + (1.0 - self.ucg_rate) * torch.ones(z.shape[0], device=z.device) + )[:, None] + * z + ) + if tokens is not None: + tokens = ( + expand_dims_like( + torch.bernoulli( + (1.0 - self.ucg_rate) + * torch.ones(tokens.shape[0], device=tokens.device) + ), + tokens, + ) + * tokens + ) + if self.unsqueeze_dim: + z = z[:, None, :] + if self.output_tokens: + assert not self.repeat_to_max_len + assert not self.pad_to_max_len + if self.only_tokens: + return tokens + return tokens, z + if self.repeat_to_max_len: + if z.dim() == 2: + z_ = z[:, None, :] + else: + z_ = z + return repeat(z_, "b 1 d -> b n d", n=self.max_length), z + elif self.pad_to_max_len: + assert z.dim() == 3 + z_pad = torch.cat( + ( + z, + torch.zeros( + z.shape[0], + self.max_length - z.shape[1], + z.shape[2], + device=z.device, + ), + ), + 1, + ) + return z_pad, z_pad[:, 0, ...] + return z + + def encode_with_vision_transformer(self, img): + # if self.max_crops > 0: + # img = self.preprocess_by_cropping(img) + if img.dim() == 5: + assert self.max_crops == img.shape[1] + img = rearrange(img, "b n c h w -> (b n) c h w") + img = self.preprocess(img) + if not self.output_tokens: + assert not self.model.visual.output_tokens + x = self.model.visual(img) + tokens = None + else: + assert self.model.visual.output_tokens + x, tokens = self.model.visual(img) + if self.l2_norm_tokens: + token_shape = tokens.shape + tokens = tokens.flatten(1) + tokens = torch.nn.functional.normalize(tokens, dim=-1) + tokens = (tokens - .0002) / .0015 + tokens = tokens.view(token_shape) + tokens = (tokens * 1.0957) + .1598 + if self.max_crops > 0: + x = rearrange(x, "(b n) d -> b n d", n=self.max_crops) + # drop out between 0 and all along the sequence axis + x = ( + torch.bernoulli( + (1.0 - self.ucg_rate) + * torch.ones(x.shape[0], x.shape[1], 1, device=x.device) + ) + * x + ) + if tokens is not None: + tokens = rearrange(tokens, "(b n) t d -> b t (n d)", n=self.max_crops) + logpy.warning( + f"You are running very experimental token-concat in {self.__class__.__name__}. " + f"Check what you are doing, and then remove this message." + ) + if self.output_tokens: + return x, tokens + return x + + def encode(self, text): + return self(text) + + +class FrozenCLIPT5Encoder(AbstractEmbModel): + def __init__( + self, + clip_version="openai/clip-vit-large-patch14", + t5_version="google/t5-v1_1-xl", + device="cuda", + clip_max_length=77, + t5_max_length=77, + ): + super().__init__() + self.clip_encoder = FrozenCLIPEmbedder( + clip_version, device, max_length=clip_max_length + ) + self.t5_encoder = FrozenT5Embedder(t5_version, device, max_length=t5_max_length) + print( + f"{self.clip_encoder.__class__.__name__} has {count_params(self.clip_encoder) * 1.e-6:.2f} M parameters, " + f"{self.t5_encoder.__class__.__name__} comes with {count_params(self.t5_encoder) * 1.e-6:.2f} M params." + ) + + def encode(self, text): + return self(text) + + def forward(self, text): + clip_z = self.clip_encoder.encode(text) + t5_z = self.t5_encoder.encode(text) + return [clip_z, t5_z] + + +class SpatialRescaler(nn.Module): + def __init__( + self, + n_stages=1, + method="bilinear", + multiplier=0.5, + in_channels=3, + out_channels=None, + bias=False, + wrap_video=False, + kernel_size=1, + remap_output=False, + ): + super().__init__() + self.n_stages = n_stages + assert self.n_stages >= 0 + assert method in [ + "nearest", + "linear", + "bilinear", + "trilinear", + "bicubic", + "area", + ] + self.multiplier = multiplier + self.interpolator = partial(torch.nn.functional.interpolate, mode=method) + self.remap_output = out_channels is not None or remap_output + if self.remap_output: + print( + f"Spatial Rescaler mapping from {in_channels} to {out_channels} channels after resizing." + ) + self.channel_mapper = nn.Conv2d( + in_channels, + out_channels, + kernel_size=kernel_size, + bias=bias, + padding=kernel_size // 2, + ) + self.wrap_video = wrap_video + + def forward(self, x): + if self.wrap_video and x.ndim == 5: + B, C, T, H, W = x.shape + x = rearrange(x, "b c t h w -> b t c h w") + x = rearrange(x, "b t c h w -> (b t) c h w") + + for stage in range(self.n_stages): + x = self.interpolator(x, scale_factor=self.multiplier) + + if self.wrap_video: + x = rearrange(x, "(b t) c h w -> b t c h w", b=B, t=T, c=C) + x = rearrange(x, "b t c h w -> b c t h w") + if self.remap_output: + x = self.channel_mapper(x) + return x + + def encode(self, x): + return self(x) + + +class LowScaleEncoder(nn.Module): + def __init__( + self, + model_config, + linear_start, + linear_end, + timesteps=1000, + max_noise_level=250, + output_size=64, + scale_factor=1.0, + ): + super().__init__() + self.max_noise_level = max_noise_level + self.model = instantiate_from_config(model_config) + self.augmentation_schedule = self.register_schedule( + timesteps=timesteps, linear_start=linear_start, linear_end=linear_end + ) + self.out_size = output_size + self.scale_factor = scale_factor + + def register_schedule( + self, + beta_schedule="linear", + timesteps=1000, + linear_start=1e-4, + linear_end=2e-2, + cosine_s=8e-3, + ): + betas = make_beta_schedule( + beta_schedule, + timesteps, + linear_start=linear_start, + linear_end=linear_end, + cosine_s=cosine_s, + ) + alphas = 1.0 - betas + alphas_cumprod = np.cumprod(alphas, axis=0) + alphas_cumprod_prev = np.append(1.0, alphas_cumprod[:-1]) + + (timesteps,) = betas.shape + self.num_timesteps = int(timesteps) + self.linear_start = linear_start + self.linear_end = linear_end + assert ( + alphas_cumprod.shape[0] == self.num_timesteps + ), "alphas have to be defined for each timestep" + + to_torch = partial(torch.tensor, dtype=torch.float32) + + self.register_buffer("betas", to_torch(betas)) + self.register_buffer("alphas_cumprod", to_torch(alphas_cumprod)) + self.register_buffer("alphas_cumprod_prev", to_torch(alphas_cumprod_prev)) + + # calculations for diffusion q(x_t | x_{t-1}) and others + self.register_buffer("sqrt_alphas_cumprod", to_torch(np.sqrt(alphas_cumprod))) + self.register_buffer( + "sqrt_one_minus_alphas_cumprod", to_torch(np.sqrt(1.0 - alphas_cumprod)) + ) + self.register_buffer( + "log_one_minus_alphas_cumprod", to_torch(np.log(1.0 - alphas_cumprod)) + ) + self.register_buffer( + "sqrt_recip_alphas_cumprod", to_torch(np.sqrt(1.0 / alphas_cumprod)) + ) + self.register_buffer( + "sqrt_recipm1_alphas_cumprod", to_torch(np.sqrt(1.0 / alphas_cumprod - 1)) + ) + + def q_sample(self, x_start, t, noise=None): + noise = default(noise, lambda: torch.randn_like(x_start)) + return ( + extract_into_tensor(self.sqrt_alphas_cumprod, t, x_start.shape) * x_start + + extract_into_tensor(self.sqrt_one_minus_alphas_cumprod, t, x_start.shape) + * noise + ) + + def forward(self, x): + z = self.model.encode(x) + if isinstance(z, DiagonalGaussianDistribution): + z = z.sample() + z = z * self.scale_factor + noise_level = torch.randint( + 0, self.max_noise_level, (x.shape[0],), device=x.device + ).long() + z = self.q_sample(z, noise_level) + if self.out_size is not None: + z = torch.nn.functional.interpolate(z, size=self.out_size, mode="nearest") + return z, noise_level + + def decode(self, z): + z = z / self.scale_factor + return self.model.decode(z) + + +class ConcatTimestepEmbedderND(AbstractEmbModel): + """embeds each dimension independently and concatenates them""" + + def __init__(self, outdim): + super().__init__() + self.timestep = Timestep(outdim) + self.outdim = outdim + + def forward(self, x): + if x.ndim == 1: + x = x[:, None] + assert len(x.shape) == 2 + b, dims = x.shape[0], x.shape[1] + x = rearrange(x, "b d -> (b d)") + emb = self.timestep(x) + emb = rearrange(emb, "(b d) d2 -> b (d d2)", b=b, d=dims, d2=self.outdim) + return emb + + +class GaussianEncoder(Encoder, AbstractEmbModel): + def __init__( + self, weight: float = 1.0, flatten_output: bool = True, *args, **kwargs + ): + super().__init__(*args, **kwargs) + self.posterior = DiagonalGaussianRegularizer() + self.weight = weight + self.flatten_output = flatten_output + + def forward(self, x) -> Tuple[Dict, torch.Tensor]: + z = super().forward(x) + z, log = self.posterior(z) + log["loss"] = log["kl_loss"] + log["weight"] = self.weight + if self.flatten_output: + z = rearrange(z, "b c h w -> b (h w ) c") + return log, z + + +class VideoPredictionEmbedderWithEncoder(AbstractEmbModel): + def __init__( + self, + n_cond_frames: int, + n_copies: int, + encoder_config: dict, + sigma_sampler_config: Optional[dict] = None, + sigma_cond_config: Optional[dict] = None, + is_ae: bool = False, + scale_factor: float = 1.0, + disable_encoder_autocast: bool = False, + en_and_decode_n_samples_a_time: Optional[int] = None, + ): + super().__init__() + + self.n_cond_frames = n_cond_frames + self.n_copies = n_copies + self.encoder = instantiate_from_config(encoder_config) + self.sigma_sampler = ( + instantiate_from_config(sigma_sampler_config) + if sigma_sampler_config is not None + else None + ) + self.sigma_cond = ( + instantiate_from_config(sigma_cond_config) + if sigma_cond_config is not None + else None + ) + self.is_ae = is_ae + self.scale_factor = scale_factor + self.disable_encoder_autocast = disable_encoder_autocast + self.en_and_decode_n_samples_a_time = en_and_decode_n_samples_a_time + + def forward( + self, vid: torch.Tensor + ) -> Union[ + torch.Tensor, + Tuple[torch.Tensor, torch.Tensor], + Tuple[torch.Tensor, dict], + Tuple[Tuple[torch.Tensor, torch.Tensor], dict], + ]: + if self.sigma_sampler is not None: + b = vid.shape[0] // self.n_cond_frames + sigmas = self.sigma_sampler(b).to(vid.device) + if self.sigma_cond is not None: + sigma_cond = self.sigma_cond(sigmas) + sigma_cond = repeat(sigma_cond, "b d -> (b t) d", t=self.n_copies) + sigmas = repeat(sigmas, "b -> (b t)", t=self.n_cond_frames) + noise = torch.randn_like(vid) + vid = vid + noise * append_dims(sigmas, vid.ndim) + + with torch.autocast("cuda", enabled=not self.disable_encoder_autocast): + n_samples = ( + self.en_and_decode_n_samples_a_time + if self.en_and_decode_n_samples_a_time is not None + else vid.shape[0] + ) + n_rounds = math.ceil(vid.shape[0] / n_samples) + all_out = [] + for n in range(n_rounds): + if self.is_ae: + out = self.encoder.encode(vid[n * n_samples : (n + 1) * n_samples]) + else: + out = self.encoder(vid[n * n_samples : (n + 1) * n_samples]) + all_out.append(out) + + vid = torch.cat(all_out, dim=0) + vid *= self.scale_factor + + vid = rearrange(vid, "(b t) c h w -> b () (t c) h w", t=self.n_cond_frames) + vid = repeat(vid, "b 1 c h w -> (b t) c h w", t=self.n_copies) + + return_val = (vid, sigma_cond) if self.sigma_cond is not None else vid + + return return_val + + +class FrozenOpenCLIPImagePredictionEmbedder(AbstractEmbModel): + def __init__( + self, + open_clip_embedding_config: Dict, + n_cond_frames: int, + n_copies: int, + ): + super().__init__() + + self.n_cond_frames = n_cond_frames + self.n_copies = n_copies + self.open_clip = instantiate_from_config(open_clip_embedding_config) + + def forward(self, vid): + vid = self.open_clip(vid) + vid = rearrange(vid, "(b t) d -> b t d", t=self.n_cond_frames) + vid = repeat(vid, "b t d -> (b s) t d", s=self.n_copies) + + return vid diff --git a/generative_models/sgm/build/lib/modules/video_attention.py b/generative_models/sgm/build/lib/modules/video_attention.py new file mode 100644 index 0000000000000000000000000000000000000000..783395aa554144936766b57380f35dab29c093c3 --- /dev/null +++ b/generative_models/sgm/build/lib/modules/video_attention.py @@ -0,0 +1,301 @@ +import torch + +from ..modules.attention import * +from ..modules.diffusionmodules.util import AlphaBlender, linear, timestep_embedding + + +class TimeMixSequential(nn.Sequential): + def forward(self, x, context=None, timesteps=None): + for layer in self: + x = layer(x, context, timesteps) + + return x + + +class VideoTransformerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, + "softmax-xformers": MemoryEfficientCrossAttention, + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + timesteps=None, + ff_in=False, + inner_dim=None, + attn_mode="softmax", + disable_self_attn=False, + disable_temporal_crossattention=False, + switch_temporal_ca_to_sa=False, + ): + super().__init__() + + attn_cls = self.ATTENTION_MODES[attn_mode] + + self.ff_in = ff_in or inner_dim is not None + if inner_dim is None: + inner_dim = dim + + assert int(n_heads * d_head) == inner_dim + + self.is_res = inner_dim == dim + + if self.ff_in: + self.norm_in = nn.LayerNorm(dim) + self.ff_in = FeedForward( + dim, dim_out=inner_dim, dropout=dropout, glu=gated_ff + ) + + self.timesteps = timesteps + self.disable_self_attn = disable_self_attn + if self.disable_self_attn: + self.attn1 = attn_cls( + query_dim=inner_dim, + heads=n_heads, + dim_head=d_head, + context_dim=context_dim, + dropout=dropout, + ) # is a cross-attention + else: + self.attn1 = attn_cls( + query_dim=inner_dim, heads=n_heads, dim_head=d_head, dropout=dropout + ) # is a self-attention + + self.ff = FeedForward(inner_dim, dim_out=dim, dropout=dropout, glu=gated_ff) + + if disable_temporal_crossattention: + if switch_temporal_ca_to_sa: + raise ValueError + else: + self.attn2 = None + else: + self.norm2 = nn.LayerNorm(inner_dim) + if switch_temporal_ca_to_sa: + self.attn2 = attn_cls( + query_dim=inner_dim, heads=n_heads, dim_head=d_head, dropout=dropout + ) # is a self-attention + else: + self.attn2 = attn_cls( + query_dim=inner_dim, + context_dim=context_dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + ) # is self-attn if context is none + + self.norm1 = nn.LayerNorm(inner_dim) + self.norm3 = nn.LayerNorm(inner_dim) + self.switch_temporal_ca_to_sa = switch_temporal_ca_to_sa + + self.checkpoint = checkpoint + if self.checkpoint: + print(f"{self.__class__.__name__} is using checkpointing") + + def forward( + self, x: torch.Tensor, context: torch.Tensor = None, timesteps: int = None + ) -> torch.Tensor: + if self.checkpoint: + return checkpoint(self._forward, x, context, timesteps) + else: + return self._forward(x, context, timesteps=timesteps) + + def _forward(self, x, context=None, timesteps=None): + assert self.timesteps or timesteps + assert not (self.timesteps and timesteps) or self.timesteps == timesteps + timesteps = self.timesteps or timesteps + B, S, C = x.shape + x = rearrange(x, "(b t) s c -> (b s) t c", t=timesteps) + + if self.ff_in: + x_skip = x + x = self.ff_in(self.norm_in(x)) + if self.is_res: + x += x_skip + + if self.disable_self_attn: + x = self.attn1(self.norm1(x), context=context) + x + else: + x = self.attn1(self.norm1(x)) + x + + if self.attn2 is not None: + if self.switch_temporal_ca_to_sa: + x = self.attn2(self.norm2(x)) + x + else: + x = self.attn2(self.norm2(x), context=context) + x + x_skip = x + x = self.ff(self.norm3(x)) + if self.is_res: + x += x_skip + + x = rearrange( + x, "(b s) t c -> (b t) s c", s=S, b=B // timesteps, c=C, t=timesteps + ) + return x + + def get_last_layer(self): + return self.ff.net[-1].weight + + +class SpatialVideoTransformer(SpatialTransformer): + def __init__( + self, + in_channels, + n_heads, + d_head, + depth=1, + dropout=0.0, + use_linear=False, + context_dim=None, + use_spatial_context=False, + timesteps=None, + merge_strategy: str = "fixed", + merge_factor: float = 0.5, + time_context_dim=None, + ff_in=False, + checkpoint=False, + time_depth=1, + attn_mode="softmax", + disable_self_attn=False, + disable_temporal_crossattention=False, + max_time_embed_period: int = 10000, + ): + super().__init__( + in_channels, + n_heads, + d_head, + depth=depth, + dropout=dropout, + attn_type=attn_mode, + use_checkpoint=checkpoint, + context_dim=context_dim, + use_linear=use_linear, + disable_self_attn=disable_self_attn, + ) + self.time_depth = time_depth + self.depth = depth + self.max_time_embed_period = max_time_embed_period + + time_mix_d_head = d_head + n_time_mix_heads = n_heads + + time_mix_inner_dim = int(time_mix_d_head * n_time_mix_heads) + + inner_dim = n_heads * d_head + if use_spatial_context: + time_context_dim = context_dim + + self.time_stack = nn.ModuleList( + [ + VideoTransformerBlock( + inner_dim, + n_time_mix_heads, + time_mix_d_head, + dropout=dropout, + context_dim=time_context_dim, + timesteps=timesteps, + checkpoint=checkpoint, + ff_in=ff_in, + inner_dim=time_mix_inner_dim, + attn_mode=attn_mode, + disable_self_attn=disable_self_attn, + disable_temporal_crossattention=disable_temporal_crossattention, + ) + for _ in range(self.depth) + ] + ) + + assert len(self.time_stack) == len(self.transformer_blocks) + + self.use_spatial_context = use_spatial_context + self.in_channels = in_channels + + time_embed_dim = self.in_channels * 4 + self.time_pos_embed = nn.Sequential( + linear(self.in_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, self.in_channels), + ) + + self.time_mixer = AlphaBlender( + alpha=merge_factor, merge_strategy=merge_strategy + ) + + def forward( + self, + x: torch.Tensor, + context: Optional[torch.Tensor] = None, + time_context: Optional[torch.Tensor] = None, + timesteps: Optional[int] = None, + image_only_indicator: Optional[torch.Tensor] = None, + ) -> torch.Tensor: + _, _, h, w = x.shape + x_in = x + spatial_context = None + if exists(context): + spatial_context = context + + if self.use_spatial_context: + assert ( + context.ndim == 3 + ), f"n dims of spatial context should be 3 but are {context.ndim}" + + time_context = context + time_context_first_timestep = time_context[::timesteps] + time_context = repeat( + time_context_first_timestep, "b ... -> (b n) ...", n=h * w + ) + elif time_context is not None and not self.use_spatial_context: + time_context = repeat(time_context, "b ... -> (b n) ...", n=h * w) + if time_context.ndim == 2: + time_context = rearrange(time_context, "b c -> b 1 c") + + x = self.norm(x) + if not self.use_linear: + x = self.proj_in(x) + x = rearrange(x, "b c h w -> b (h w) c") + if self.use_linear: + x = self.proj_in(x) + + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding( + num_frames, + self.in_channels, + repeat_only=False, + max_period=self.max_time_embed_period, + ) + emb = self.time_pos_embed(t_emb) + emb = emb[:, None, :] + + for it_, (block, mix_block) in enumerate( + zip(self.transformer_blocks, self.time_stack) + ): + x = block( + x, + context=spatial_context, + ) + + x_mix = x + x_mix = x_mix + emb + + x_mix = mix_block(x_mix, context=time_context, timesteps=timesteps) + x = self.time_mixer( + x_spatial=x, + x_temporal=x_mix, + image_only_indicator=image_only_indicator, + ) + if self.use_linear: + x = self.proj_out(x) + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + if not self.use_linear: + x = self.proj_out(x) + out = x + x_in + return out diff --git a/generative_models/sgm/data/__init__.py b/generative_models/sgm/data/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..7664a25c655c376bd1a7b0ccbaca7b983a2bf9ad --- /dev/null +++ b/generative_models/sgm/data/__init__.py @@ -0,0 +1 @@ +from .dataset import StableDataModuleFromConfig diff --git a/generative_models/sgm/data/cifar10.py b/generative_models/sgm/data/cifar10.py new file mode 100644 index 0000000000000000000000000000000000000000..6083646f136bad308a0485843b89234cf7a9d6cd --- /dev/null +++ b/generative_models/sgm/data/cifar10.py @@ -0,0 +1,67 @@ +import pytorch_lightning as pl +import torchvision +from torch.utils.data import DataLoader, Dataset +from torchvision import transforms + + +class CIFAR10DataDictWrapper(Dataset): + def __init__(self, dset): + super().__init__() + self.dset = dset + + def __getitem__(self, i): + x, y = self.dset[i] + return {"jpg": x, "cls": y} + + def __len__(self): + return len(self.dset) + + +class CIFAR10Loader(pl.LightningDataModule): + def __init__(self, batch_size, num_workers=0, shuffle=True): + super().__init__() + + transform = transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ) + + self.batch_size = batch_size + self.num_workers = num_workers + self.shuffle = shuffle + self.train_dataset = CIFAR10DataDictWrapper( + torchvision.datasets.CIFAR10( + root=".data/", train=True, download=True, transform=transform + ) + ) + self.test_dataset = CIFAR10DataDictWrapper( + torchvision.datasets.CIFAR10( + root=".data/", train=False, download=True, transform=transform + ) + ) + + def prepare_data(self): + pass + + def train_dataloader(self): + return DataLoader( + self.train_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) + + def test_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) + + def val_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + ) diff --git a/generative_models/sgm/data/dataset.py b/generative_models/sgm/data/dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..b726149996591c6c3db69230e1bb68c07d2faa12 --- /dev/null +++ b/generative_models/sgm/data/dataset.py @@ -0,0 +1,80 @@ +from typing import Optional + +import torchdata.datapipes.iter +import webdataset as wds +from omegaconf import DictConfig +from pytorch_lightning import LightningDataModule + +try: + from sdata import create_dataset, create_dummy_dataset, create_loader +except ImportError as e: + print("#" * 100) + print("Datasets not yet available") + print("to enable, we need to add stable-datasets as a submodule") + print("please use ``git submodule update --init --recursive``") + print("and do ``pip install -e stable-datasets/`` from the root of this repo") + print("#" * 100) + exit(1) + + +class StableDataModuleFromConfig(LightningDataModule): + def __init__( + self, + train: DictConfig, + validation: Optional[DictConfig] = None, + test: Optional[DictConfig] = None, + skip_val_loader: bool = False, + dummy: bool = False, + ): + super().__init__() + self.train_config = train + assert ( + "datapipeline" in self.train_config and "loader" in self.train_config + ), "train config requires the fields `datapipeline` and `loader`" + + self.val_config = validation + if not skip_val_loader: + if self.val_config is not None: + assert ( + "datapipeline" in self.val_config and "loader" in self.val_config + ), "validation config requires the fields `datapipeline` and `loader`" + else: + print( + "Warning: No Validation datapipeline defined, using that one from training" + ) + self.val_config = train + + self.test_config = test + if self.test_config is not None: + assert ( + "datapipeline" in self.test_config and "loader" in self.test_config + ), "test config requires the fields `datapipeline` and `loader`" + + self.dummy = dummy + if self.dummy: + print("#" * 100) + print("USING DUMMY DATASET: HOPE YOU'RE DEBUGGING ;)") + print("#" * 100) + + def setup(self, stage: str) -> None: + print("Preparing datasets") + if self.dummy: + data_fn = create_dummy_dataset + else: + data_fn = create_dataset + + self.train_datapipeline = data_fn(**self.train_config.datapipeline) + if self.val_config: + self.val_datapipeline = data_fn(**self.val_config.datapipeline) + if self.test_config: + self.test_datapipeline = data_fn(**self.test_config.datapipeline) + + def train_dataloader(self) -> torchdata.datapipes.iter.IterDataPipe: + loader = create_loader(self.train_datapipeline, **self.train_config.loader) + return loader + + def val_dataloader(self) -> wds.DataPipeline: + return create_loader(self.val_datapipeline, **self.val_config.loader) + + def test_dataloader(self) -> wds.DataPipeline: + return create_loader(self.test_datapipeline, **self.test_config.loader) diff --git a/generative_models/sgm/data/mnist.py b/generative_models/sgm/data/mnist.py new file mode 100644 index 0000000000000000000000000000000000000000..dea4d7e670666bec80ecb22aa89603345e173d09 --- /dev/null +++ b/generative_models/sgm/data/mnist.py @@ -0,0 +1,85 @@ +import pytorch_lightning as pl +import torchvision +from torch.utils.data import DataLoader, Dataset +from torchvision import transforms + + +class MNISTDataDictWrapper(Dataset): + def __init__(self, dset): + super().__init__() + self.dset = dset + + def __getitem__(self, i): + x, y = self.dset[i] + return {"jpg": x, "cls": y} + + def __len__(self): + return len(self.dset) + + +class MNISTLoader(pl.LightningDataModule): + def __init__(self, batch_size, num_workers=0, prefetch_factor=2, shuffle=True): + super().__init__() + + transform = transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ) + + self.batch_size = batch_size + self.num_workers = num_workers + self.prefetch_factor = prefetch_factor if num_workers > 0 else 0 + self.shuffle = shuffle + self.train_dataset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", train=True, download=True, transform=transform + ) + ) + self.test_dataset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", train=False, download=True, transform=transform + ) + ) + + def prepare_data(self): + pass + + def train_dataloader(self): + return DataLoader( + self.train_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + def test_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + def val_dataloader(self): + return DataLoader( + self.test_dataset, + batch_size=self.batch_size, + shuffle=self.shuffle, + num_workers=self.num_workers, + prefetch_factor=self.prefetch_factor, + ) + + +if __name__ == "__main__": + dset = MNISTDataDictWrapper( + torchvision.datasets.MNIST( + root=".data/", + train=False, + download=True, + transform=transforms.Compose( + [transforms.ToTensor(), transforms.Lambda(lambda x: x * 2.0 - 1.0)] + ), + ) + ) + ex = dset[0] diff --git a/generative_models/sgm/inference/api.py b/generative_models/sgm/inference/api.py new file mode 100644 index 0000000000000000000000000000000000000000..a359a67bcd9740acc9e320d2f26dc6a3befb36e0 --- /dev/null +++ b/generative_models/sgm/inference/api.py @@ -0,0 +1,385 @@ +import pathlib +from dataclasses import asdict, dataclass +from enum import Enum +from typing import Optional + +from omegaconf import OmegaConf + +from sgm.inference.helpers import (Img2ImgDiscretizationWrapper, do_img2img, + do_sample) +from sgm.modules.diffusionmodules.sampling import (DPMPP2MSampler, + DPMPP2SAncestralSampler, + EulerAncestralSampler, + EulerEDMSampler, + HeunEDMSampler, + LinearMultistepSampler) +from sgm.util import load_model_from_config + + +class ModelArchitecture(str, Enum): + SD_2_1 = "stable-diffusion-v2-1" + SD_2_1_768 = "stable-diffusion-v2-1-768" + SDXL_V0_9_BASE = "stable-diffusion-xl-v0-9-base" + SDXL_V0_9_REFINER = "stable-diffusion-xl-v0-9-refiner" + SDXL_V1_BASE = "stable-diffusion-xl-v1-base" + SDXL_V1_REFINER = "stable-diffusion-xl-v1-refiner" + + +class Sampler(str, Enum): + EULER_EDM = "EulerEDMSampler" + HEUN_EDM = "HeunEDMSampler" + EULER_ANCESTRAL = "EulerAncestralSampler" + DPMPP2S_ANCESTRAL = "DPMPP2SAncestralSampler" + DPMPP2M = "DPMPP2MSampler" + LINEAR_MULTISTEP = "LinearMultistepSampler" + + +class Discretization(str, Enum): + LEGACY_DDPM = "LegacyDDPMDiscretization" + EDM = "EDMDiscretization" + + +class Guider(str, Enum): + VANILLA = "VanillaCFG" + IDENTITY = "IdentityGuider" + + +class Thresholder(str, Enum): + NONE = "None" + + +@dataclass +class SamplingParams: + width: int = 1024 + height: int = 1024 + steps: int = 50 + sampler: Sampler = Sampler.DPMPP2M + discretization: Discretization = Discretization.LEGACY_DDPM + guider: Guider = Guider.VANILLA + thresholder: Thresholder = Thresholder.NONE + scale: float = 6.0 + aesthetic_score: float = 5.0 + negative_aesthetic_score: float = 5.0 + img2img_strength: float = 1.0 + orig_width: int = 1024 + orig_height: int = 1024 + crop_coords_top: int = 0 + crop_coords_left: int = 0 + sigma_min: float = 0.0292 + sigma_max: float = 14.6146 + rho: float = 3.0 + s_churn: float = 0.0 + s_tmin: float = 0.0 + s_tmax: float = 999.0 + s_noise: float = 1.0 + eta: float = 1.0 + order: int = 4 + + +@dataclass +class SamplingSpec: + width: int + height: int + channels: int + factor: int + is_legacy: bool + config: str + ckpt: str + is_guided: bool + + +model_specs = { + ModelArchitecture.SD_2_1: SamplingSpec( + height=512, + width=512, + channels=4, + factor=8, + is_legacy=True, + config="sd_2_1.yaml", + ckpt="v2-1_512-ema-pruned.safetensors", + is_guided=True, + ), + ModelArchitecture.SD_2_1_768: SamplingSpec( + height=768, + width=768, + channels=4, + factor=8, + is_legacy=True, + config="sd_2_1_768.yaml", + ckpt="v2-1_768-ema-pruned.safetensors", + is_guided=True, + ), + ModelArchitecture.SDXL_V0_9_BASE: SamplingSpec( + height=1024, + width=1024, + channels=4, + factor=8, + is_legacy=False, + config="sd_xl_base.yaml", + ckpt="sd_xl_base_0.9.safetensors", + is_guided=True, + ), + ModelArchitecture.SDXL_V0_9_REFINER: SamplingSpec( + height=1024, + width=1024, + channels=4, + factor=8, + is_legacy=True, + config="sd_xl_refiner.yaml", + ckpt="sd_xl_refiner_0.9.safetensors", + is_guided=True, + ), + ModelArchitecture.SDXL_V1_BASE: SamplingSpec( + height=1024, + width=1024, + channels=4, + factor=8, + is_legacy=False, + config="sd_xl_base.yaml", + ckpt="sd_xl_base_1.0.safetensors", + is_guided=True, + ), + ModelArchitecture.SDXL_V1_REFINER: SamplingSpec( + height=1024, + width=1024, + channels=4, + factor=8, + is_legacy=True, + config="sd_xl_refiner.yaml", + ckpt="sd_xl_refiner_1.0.safetensors", + is_guided=True, + ), +} + + +class SamplingPipeline: + def __init__( + self, + model_id: ModelArchitecture, + model_path="checkpoints", + config_path="configs/inference", + device="cuda", + use_fp16=True, + ) -> None: + if model_id not in model_specs: + raise ValueError(f"Model {model_id} not supported") + self.model_id = model_id + self.specs = model_specs[self.model_id] + self.config = str(pathlib.Path(config_path, self.specs.config)) + self.ckpt = str(pathlib.Path(model_path, self.specs.ckpt)) + self.device = device + self.model = self._load_model(device=device, use_fp16=use_fp16) + + def _load_model(self, device="cuda", use_fp16=True): + config = OmegaConf.load(self.config) + model = load_model_from_config(config, self.ckpt) + if model is None: + raise ValueError(f"Model {self.model_id} could not be loaded") + model.to(device) + if use_fp16: + model.conditioner.half() + model.model.half() + return model + + def text_to_image( + self, + params: SamplingParams, + prompt: str, + negative_prompt: str = "", + samples: int = 1, + return_latents: bool = False, + ): + sampler = get_sampler_config(params) + value_dict = asdict(params) + value_dict["prompt"] = prompt + value_dict["negative_prompt"] = negative_prompt + value_dict["target_width"] = params.width + value_dict["target_height"] = params.height + return do_sample( + self.model, + sampler, + value_dict, + samples, + params.height, + params.width, + self.specs.channels, + self.specs.factor, + force_uc_zero_embeddings=["txt"] if not self.specs.is_legacy else [], + return_latents=return_latents, + filter=None, + ) + + def image_to_image( + self, + params: SamplingParams, + image, + prompt: str, + negative_prompt: str = "", + samples: int = 1, + return_latents: bool = False, + ): + sampler = get_sampler_config(params) + + if params.img2img_strength < 1.0: + sampler.discretization = Img2ImgDiscretizationWrapper( + sampler.discretization, + strength=params.img2img_strength, + ) + height, width = image.shape[2], image.shape[3] + value_dict = asdict(params) + value_dict["prompt"] = prompt + value_dict["negative_prompt"] = negative_prompt + value_dict["target_width"] = width + value_dict["target_height"] = height + return do_img2img( + image, + self.model, + sampler, + value_dict, + samples, + force_uc_zero_embeddings=["txt"] if not self.specs.is_legacy else [], + return_latents=return_latents, + filter=None, + ) + + def refiner( + self, + params: SamplingParams, + image, + prompt: str, + negative_prompt: Optional[str] = None, + samples: int = 1, + return_latents: bool = False, + ): + sampler = get_sampler_config(params) + value_dict = { + "orig_width": image.shape[3] * 8, + "orig_height": image.shape[2] * 8, + "target_width": image.shape[3] * 8, + "target_height": image.shape[2] * 8, + "prompt": prompt, + "negative_prompt": negative_prompt, + "crop_coords_top": 0, + "crop_coords_left": 0, + "aesthetic_score": 6.0, + "negative_aesthetic_score": 2.5, + } + + return do_img2img( + image, + self.model, + sampler, + value_dict, + samples, + skip_encode=True, + return_latents=return_latents, + filter=None, + ) + + +def get_guider_config(params: SamplingParams): + if params.guider == Guider.IDENTITY: + guider_config = { + "target": "sgm.modules.diffusionmodules.guiders.IdentityGuider" + } + elif params.guider == Guider.VANILLA: + scale = params.scale + + thresholder = params.thresholder + + if thresholder == Thresholder.NONE: + dyn_thresh_config = { + "target": "sgm.modules.diffusionmodules.sampling_utils.NoDynamicThresholding" + } + else: + raise NotImplementedError + + guider_config = { + "target": "sgm.modules.diffusionmodules.guiders.VanillaCFG", + "params": {"scale": scale, "dyn_thresh_config": dyn_thresh_config}, + } + else: + raise NotImplementedError + return guider_config + + +def get_discretization_config(params: SamplingParams): + if params.discretization == Discretization.LEGACY_DDPM: + discretization_config = { + "target": "sgm.modules.diffusionmodules.discretizer.LegacyDDPMDiscretization", + } + elif params.discretization == Discretization.EDM: + discretization_config = { + "target": "sgm.modules.diffusionmodules.discretizer.EDMDiscretization", + "params": { + "sigma_min": params.sigma_min, + "sigma_max": params.sigma_max, + "rho": params.rho, + }, + } + else: + raise ValueError(f"unknown discretization {params.discretization}") + return discretization_config + + +def get_sampler_config(params: SamplingParams): + discretization_config = get_discretization_config(params) + guider_config = get_guider_config(params) + sampler = None + if params.sampler == Sampler.EULER_EDM: + return EulerEDMSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + s_churn=params.s_churn, + s_tmin=params.s_tmin, + s_tmax=params.s_tmax, + s_noise=params.s_noise, + verbose=True, + ) + if params.sampler == Sampler.HEUN_EDM: + return HeunEDMSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + s_churn=params.s_churn, + s_tmin=params.s_tmin, + s_tmax=params.s_tmax, + s_noise=params.s_noise, + verbose=True, + ) + if params.sampler == Sampler.EULER_ANCESTRAL: + return EulerAncestralSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + eta=params.eta, + s_noise=params.s_noise, + verbose=True, + ) + if params.sampler == Sampler.DPMPP2S_ANCESTRAL: + return DPMPP2SAncestralSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + eta=params.eta, + s_noise=params.s_noise, + verbose=True, + ) + if params.sampler == Sampler.DPMPP2M: + return DPMPP2MSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + verbose=True, + ) + if params.sampler == Sampler.LINEAR_MULTISTEP: + return LinearMultistepSampler( + num_steps=params.steps, + discretization_config=discretization_config, + guider_config=guider_config, + order=params.order, + verbose=True, + ) + + raise ValueError(f"unknown sampler {params.sampler}!") diff --git a/generative_models/sgm/inference/helpers.py b/generative_models/sgm/inference/helpers.py new file mode 100644 index 0000000000000000000000000000000000000000..31b0ec3dc414bf522261e35f73805810cd35582d --- /dev/null +++ b/generative_models/sgm/inference/helpers.py @@ -0,0 +1,305 @@ +import math +import os +from typing import List, Optional, Union + +import numpy as np +import torch +from einops import rearrange +from imwatermark import WatermarkEncoder +from omegaconf import ListConfig +from PIL import Image +from torch import autocast + +from sgm.util import append_dims + + +class WatermarkEmbedder: + def __init__(self, watermark): + self.watermark = watermark + self.num_bits = len(WATERMARK_BITS) + self.encoder = WatermarkEncoder() + self.encoder.set_watermark("bits", self.watermark) + + def __call__(self, image: torch.Tensor) -> torch.Tensor: + """ + Adds a predefined watermark to the input image + + Args: + image: ([N,] B, RGB, H, W) in range [0, 1] + + Returns: + same as input but watermarked + """ + squeeze = len(image.shape) == 4 + if squeeze: + image = image[None, ...] + n = image.shape[0] + image_np = rearrange( + (255 * image).detach().cpu(), "n b c h w -> (n b) h w c" + ).numpy()[:, :, :, ::-1] + # torch (b, c, h, w) in [0, 1] -> numpy (b, h, w, c) [0, 255] + # watermarking libary expects input as cv2 BGR format + for k in range(image_np.shape[0]): + image_np[k] = self.encoder.encode(image_np[k], "dwtDct") + image = torch.from_numpy( + rearrange(image_np[:, :, :, ::-1], "(n b) h w c -> n b c h w", n=n) + ).to(image.device) + image = torch.clamp(image / 255, min=0.0, max=1.0) + if squeeze: + image = image[0] + return image + + +# A fixed 48-bit message that was choosen at random +# WATERMARK_MESSAGE = 0xB3EC907BB19E +WATERMARK_MESSAGE = 0b101100111110110010010000011110111011000110011110 +# bin(x)[2:] gives bits of x as str, use int to convert them to 0/1 +WATERMARK_BITS = [int(bit) for bit in bin(WATERMARK_MESSAGE)[2:]] +embed_watermark = WatermarkEmbedder(WATERMARK_BITS) + + +def get_unique_embedder_keys_from_conditioner(conditioner): + return list({x.input_key for x in conditioner.embedders}) + + +def perform_save_locally(save_path, samples): + os.makedirs(os.path.join(save_path), exist_ok=True) + base_count = len(os.listdir(os.path.join(save_path))) + samples = embed_watermark(samples) + for sample in samples: + sample = 255.0 * rearrange(sample.cpu().numpy(), "c h w -> h w c") + Image.fromarray(sample.astype(np.uint8)).save( + os.path.join(save_path, f"{base_count:09}.png") + ) + base_count += 1 + + +class Img2ImgDiscretizationWrapper: + """ + wraps a discretizer, and prunes the sigmas + params: + strength: float between 0.0 and 1.0. 1.0 means full sampling (all sigmas are returned) + """ + + def __init__(self, discretization, strength: float = 1.0): + self.discretization = discretization + self.strength = strength + assert 0.0 <= self.strength <= 1.0 + + def __call__(self, *args, **kwargs): + # sigmas start large first, and decrease then + sigmas = self.discretization(*args, **kwargs) + print(f"sigmas after discretization, before pruning img2img: ", sigmas) + sigmas = torch.flip(sigmas, (0,)) + sigmas = sigmas[: max(int(self.strength * len(sigmas)), 1)] + print("prune index:", max(int(self.strength * len(sigmas)), 1)) + sigmas = torch.flip(sigmas, (0,)) + print(f"sigmas after pruning: ", sigmas) + return sigmas + + +def do_sample( + model, + sampler, + value_dict, + num_samples, + H, + W, + C, + F, + force_uc_zero_embeddings: Optional[List] = None, + batch2model_input: Optional[List] = None, + return_latents=False, + filter=None, + device="cuda", +): + if force_uc_zero_embeddings is None: + force_uc_zero_embeddings = [] + if batch2model_input is None: + batch2model_input = [] + + with torch.no_grad(): + with autocast(device) as precision_scope: + with model.ema_scope(): + num_samples = [num_samples] + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + num_samples, + ) + for key in batch: + if isinstance(batch[key], torch.Tensor): + print(key, batch[key].shape) + elif isinstance(batch[key], list): + print(key, [len(l) for l in batch[key]]) + else: + print(key, batch[key]) + c, uc = model.conditioner.get_unconditional_conditioning( + batch, + batch_uc=batch_uc, + force_uc_zero_embeddings=force_uc_zero_embeddings, + ) + + for k in c: + if not k == "crossattn": + c[k], uc[k] = map( + lambda y: y[k][: math.prod(num_samples)].to(device), (c, uc) + ) + + additional_model_inputs = {} + for k in batch2model_input: + additional_model_inputs[k] = batch[k] + + shape = (math.prod(num_samples), C, H // F, W // F) + randn = torch.randn(shape).to(device) + + def denoiser(input, sigma, c): + return model.denoiser( + model.model, input, sigma, c, **additional_model_inputs + ) + + samples_z = sampler(denoiser, randn, cond=c, uc=uc) + samples_x = model.decode_first_stage(samples_z) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + + if filter is not None: + samples = filter(samples) + + if return_latents: + return samples, samples_z + return samples + + +def get_batch(keys, value_dict, N: Union[List, ListConfig], device="cuda"): + # Hardcoded demo setups; might undergo some changes in the future + + batch = {} + batch_uc = {} + + for key in keys: + if key == "txt": + batch["txt"] = ( + np.repeat([value_dict["prompt"]], repeats=math.prod(N)) + .reshape(N) + .tolist() + ) + batch_uc["txt"] = ( + np.repeat([value_dict["negative_prompt"]], repeats=math.prod(N)) + .reshape(N) + .tolist() + ) + elif key == "original_size_as_tuple": + batch["original_size_as_tuple"] = ( + torch.tensor([value_dict["orig_height"], value_dict["orig_width"]]) + .to(device) + .repeat(*N, 1) + ) + elif key == "crop_coords_top_left": + batch["crop_coords_top_left"] = ( + torch.tensor( + [value_dict["crop_coords_top"], value_dict["crop_coords_left"]] + ) + .to(device) + .repeat(*N, 1) + ) + elif key == "aesthetic_score": + batch["aesthetic_score"] = ( + torch.tensor([value_dict["aesthetic_score"]]).to(device).repeat(*N, 1) + ) + batch_uc["aesthetic_score"] = ( + torch.tensor([value_dict["negative_aesthetic_score"]]) + .to(device) + .repeat(*N, 1) + ) + + elif key == "target_size_as_tuple": + batch["target_size_as_tuple"] = ( + torch.tensor([value_dict["target_height"], value_dict["target_width"]]) + .to(device) + .repeat(*N, 1) + ) + else: + batch[key] = value_dict[key] + + for key in batch.keys(): + if key not in batch_uc and isinstance(batch[key], torch.Tensor): + batch_uc[key] = torch.clone(batch[key]) + return batch, batch_uc + + +def get_input_image_tensor(image: Image.Image, device="cuda"): + w, h = image.size + print(f"loaded input image of size ({w}, {h})") + width, height = map( + lambda x: x - x % 64, (w, h) + ) # resize to integer multiple of 64 + image = image.resize((width, height)) + image_array = np.array(image.convert("RGB")) + image_array = image_array[None].transpose(0, 3, 1, 2) + image_tensor = torch.from_numpy(image_array).to(dtype=torch.float32) / 127.5 - 1.0 + return image_tensor.to(device) + + +def do_img2img( + img, + model, + sampler, + value_dict, + num_samples, + force_uc_zero_embeddings=[], + additional_kwargs={}, + offset_noise_level: float = 0.0, + return_latents=False, + skip_encode=False, + filter=None, + device="cuda", +): + with torch.no_grad(): + with autocast(device) as precision_scope: + with model.ema_scope(): + batch, batch_uc = get_batch( + get_unique_embedder_keys_from_conditioner(model.conditioner), + value_dict, + [num_samples], + ) + c, uc = model.conditioner.get_unconditional_conditioning( + batch, + batch_uc=batch_uc, + force_uc_zero_embeddings=force_uc_zero_embeddings, + ) + + for k in c: + c[k], uc[k] = map(lambda y: y[k][:num_samples].to(device), (c, uc)) + + for k in additional_kwargs: + c[k] = uc[k] = additional_kwargs[k] + if skip_encode: + z = img + else: + z = model.encode_first_stage(img) + noise = torch.randn_like(z) + sigmas = sampler.discretization(sampler.num_steps) + sigma = sigmas[0].to(z.device) + + if offset_noise_level > 0.0: + noise = noise + offset_noise_level * append_dims( + torch.randn(z.shape[0], device=z.device), z.ndim + ) + noised_z = z + noise * append_dims(sigma, z.ndim) + noised_z = noised_z / torch.sqrt( + 1.0 + sigmas[0] ** 2.0 + ) # Note: hardcoded to DDPM-like scaling. need to generalize later. + + def denoiser(x, sigma, c): + return model.denoiser(model.model, x, sigma, c) + + samples_z = sampler(denoiser, noised_z, cond=c, uc=uc) + samples_x = model.decode_first_stage(samples_z) + samples = torch.clamp((samples_x + 1.0) / 2.0, min=0.0, max=1.0) + + if filter is not None: + samples = filter(samples) + + if return_latents: + return samples, samples_z + return samples diff --git a/generative_models/sgm/lr_scheduler.py b/generative_models/sgm/lr_scheduler.py new file mode 100644 index 0000000000000000000000000000000000000000..b2f4d384c1fcaff0df13e0564450d3fa972ace42 --- /dev/null +++ b/generative_models/sgm/lr_scheduler.py @@ -0,0 +1,135 @@ +import numpy as np + + +class LambdaWarmUpCosineScheduler: + """ + note: use with a base_lr of 1.0 + """ + + def __init__( + self, + warm_up_steps, + lr_min, + lr_max, + lr_start, + max_decay_steps, + verbosity_interval=0, + ): + self.lr_warm_up_steps = warm_up_steps + self.lr_start = lr_start + self.lr_min = lr_min + self.lr_max = lr_max + self.lr_max_decay_steps = max_decay_steps + self.last_lr = 0.0 + self.verbosity_interval = verbosity_interval + + def schedule(self, n, **kwargs): + if self.verbosity_interval > 0: + if n % self.verbosity_interval == 0: + print(f"current step: {n}, recent lr-multiplier: {self.last_lr}") + if n < self.lr_warm_up_steps: + lr = ( + self.lr_max - self.lr_start + ) / self.lr_warm_up_steps * n + self.lr_start + self.last_lr = lr + return lr + else: + t = (n - self.lr_warm_up_steps) / ( + self.lr_max_decay_steps - self.lr_warm_up_steps + ) + t = min(t, 1.0) + lr = self.lr_min + 0.5 * (self.lr_max - self.lr_min) * ( + 1 + np.cos(t * np.pi) + ) + self.last_lr = lr + return lr + + def __call__(self, n, **kwargs): + return self.schedule(n, **kwargs) + + +class LambdaWarmUpCosineScheduler2: + """ + supports repeated iterations, configurable via lists + note: use with a base_lr of 1.0. + """ + + def __init__( + self, warm_up_steps, f_min, f_max, f_start, cycle_lengths, verbosity_interval=0 + ): + assert ( + len(warm_up_steps) + == len(f_min) + == len(f_max) + == len(f_start) + == len(cycle_lengths) + ) + self.lr_warm_up_steps = warm_up_steps + self.f_start = f_start + self.f_min = f_min + self.f_max = f_max + self.cycle_lengths = cycle_lengths + self.cum_cycles = np.cumsum([0] + list(self.cycle_lengths)) + self.last_f = 0.0 + self.verbosity_interval = verbosity_interval + + def find_in_interval(self, n): + interval = 0 + for cl in self.cum_cycles[1:]: + if n <= cl: + return interval + interval += 1 + + def schedule(self, n, **kwargs): + cycle = self.find_in_interval(n) + n = n - self.cum_cycles[cycle] + if self.verbosity_interval > 0: + if n % self.verbosity_interval == 0: + print( + f"current step: {n}, recent lr-multiplier: {self.last_f}, " + f"current cycle {cycle}" + ) + if n < self.lr_warm_up_steps[cycle]: + f = (self.f_max[cycle] - self.f_start[cycle]) / self.lr_warm_up_steps[ + cycle + ] * n + self.f_start[cycle] + self.last_f = f + return f + else: + t = (n - self.lr_warm_up_steps[cycle]) / ( + self.cycle_lengths[cycle] - self.lr_warm_up_steps[cycle] + ) + t = min(t, 1.0) + f = self.f_min[cycle] + 0.5 * (self.f_max[cycle] - self.f_min[cycle]) * ( + 1 + np.cos(t * np.pi) + ) + self.last_f = f + return f + + def __call__(self, n, **kwargs): + return self.schedule(n, **kwargs) + + +class LambdaLinearScheduler(LambdaWarmUpCosineScheduler2): + def schedule(self, n, **kwargs): + cycle = self.find_in_interval(n) + n = n - self.cum_cycles[cycle] + if self.verbosity_interval > 0: + if n % self.verbosity_interval == 0: + print( + f"current step: {n}, recent lr-multiplier: {self.last_f}, " + f"current cycle {cycle}" + ) + + if n < self.lr_warm_up_steps[cycle]: + f = (self.f_max[cycle] - self.f_start[cycle]) / self.lr_warm_up_steps[ + cycle + ] * n + self.f_start[cycle] + self.last_f = f + return f + else: + f = self.f_min[cycle] + (self.f_max[cycle] - self.f_min[cycle]) * ( + self.cycle_lengths[cycle] - n + ) / (self.cycle_lengths[cycle]) + self.last_f = f + return f diff --git a/generative_models/sgm/models/__init__.py b/generative_models/sgm/models/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..c410b3747afc208e4204c8f140170e0a7808eace --- /dev/null +++ b/generative_models/sgm/models/__init__.py @@ -0,0 +1,2 @@ +from .autoencoder import AutoencodingEngine +from .diffusion import DiffusionEngine diff --git a/generative_models/sgm/models/autoencoder.py b/generative_models/sgm/models/autoencoder.py new file mode 100644 index 0000000000000000000000000000000000000000..2949b91011a2be7a6b8ca17ce260812f20ce8b75 --- /dev/null +++ b/generative_models/sgm/models/autoencoder.py @@ -0,0 +1,615 @@ +import logging +import math +import re +from abc import abstractmethod +from contextlib import contextmanager +from typing import Any, Dict, List, Optional, Tuple, Union + +import pytorch_lightning as pl +import torch +import torch.nn as nn +from einops import rearrange +from packaging import version + +from ..modules.autoencoding.regularizers import AbstractRegularizer +from ..modules.ema import LitEma +from ..util import (default, get_nested_attribute, get_obj_from_str, + instantiate_from_config) + +logpy = logging.getLogger(__name__) + + +class AbstractAutoencoder(pl.LightningModule): + """ + This is the base class for all autoencoders, including image autoencoders, image autoencoders with discriminators, + unCLIP models, etc. Hence, it is fairly general, and specific features + (e.g. discriminator training, encoding, decoding) must be implemented in subclasses. + """ + + def __init__( + self, + ema_decay: Union[None, float] = None, + monitor: Union[None, str] = None, + input_key: str = "jpg", + ): + super().__init__() + + self.input_key = input_key + self.use_ema = ema_decay is not None + if monitor is not None: + self.monitor = monitor + + if self.use_ema: + self.model_ema = LitEma(self, decay=ema_decay) + logpy.info(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") + + if version.parse(torch.__version__) >= version.parse("2.0.0"): + self.automatic_optimization = False + + def apply_ckpt(self, ckpt: Union[None, str, dict]): + if ckpt is None: + return + if isinstance(ckpt, str): + ckpt = { + "target": "sgm.modules.checkpoint.CheckpointEngine", + "params": {"ckpt_path": ckpt}, + } + engine = instantiate_from_config(ckpt) + engine(self) + + @abstractmethod + def get_input(self, batch) -> Any: + raise NotImplementedError() + + def on_train_batch_end(self, *args, **kwargs): + # for EMA computation + if self.use_ema: + self.model_ema(self) + + @contextmanager + def ema_scope(self, context=None): + if self.use_ema: + self.model_ema.store(self.parameters()) + self.model_ema.copy_to(self) + if context is not None: + logpy.info(f"{context}: Switched to EMA weights") + try: + yield None + finally: + if self.use_ema: + self.model_ema.restore(self.parameters()) + if context is not None: + logpy.info(f"{context}: Restored training weights") + + @abstractmethod + def encode(self, *args, **kwargs) -> torch.Tensor: + raise NotImplementedError("encode()-method of abstract base class called") + + @abstractmethod + def decode(self, *args, **kwargs) -> torch.Tensor: + raise NotImplementedError("decode()-method of abstract base class called") + + def instantiate_optimizer_from_config(self, params, lr, cfg): + logpy.info(f"loading >>> {cfg['target']} <<< optimizer from config") + return get_obj_from_str(cfg["target"])( + params, lr=lr, **cfg.get("params", dict()) + ) + + def configure_optimizers(self) -> Any: + raise NotImplementedError() + + +class AutoencodingEngine(AbstractAutoencoder): + """ + Base class for all image autoencoders that we train, like VQGAN or AutoencoderKL + (we also restore them explicitly as special cases for legacy reasons). + Regularizations such as KL or VQ are moved to the regularizer class. + """ + + def __init__( + self, + *args, + encoder_config: Dict, + decoder_config: Dict, + loss_config: Dict, + regularizer_config: Dict, + optimizer_config: Union[Dict, None] = None, + lr_g_factor: float = 1.0, + trainable_ae_params: Optional[List[List[str]]] = None, + ae_optimizer_args: Optional[List[dict]] = None, + trainable_disc_params: Optional[List[List[str]]] = None, + disc_optimizer_args: Optional[List[dict]] = None, + disc_start_iter: int = 0, + diff_boost_factor: float = 3.0, + ckpt_engine: Union[None, str, dict] = None, + ckpt_path: Optional[str] = None, + additional_decode_keys: Optional[List[str]] = None, + **kwargs, + ): + super().__init__(*args, **kwargs) + self.automatic_optimization = False # pytorch lightning + + self.encoder: torch.nn.Module = instantiate_from_config(encoder_config) + self.decoder: torch.nn.Module = instantiate_from_config(decoder_config) + self.loss: torch.nn.Module = instantiate_from_config(loss_config) + self.regularization: AbstractRegularizer = instantiate_from_config( + regularizer_config + ) + self.optimizer_config = default( + optimizer_config, {"target": "torch.optim.Adam"} + ) + self.diff_boost_factor = diff_boost_factor + self.disc_start_iter = disc_start_iter + self.lr_g_factor = lr_g_factor + self.trainable_ae_params = trainable_ae_params + if self.trainable_ae_params is not None: + self.ae_optimizer_args = default( + ae_optimizer_args, + [{} for _ in range(len(self.trainable_ae_params))], + ) + assert len(self.ae_optimizer_args) == len(self.trainable_ae_params) + else: + self.ae_optimizer_args = [{}] # makes type consitent + + self.trainable_disc_params = trainable_disc_params + if self.trainable_disc_params is not None: + self.disc_optimizer_args = default( + disc_optimizer_args, + [{} for _ in range(len(self.trainable_disc_params))], + ) + assert len(self.disc_optimizer_args) == len(self.trainable_disc_params) + else: + self.disc_optimizer_args = [{}] # makes type consitent + + if ckpt_path is not None: + assert ckpt_engine is None, "Can't set ckpt_engine and ckpt_path" + logpy.warn("Checkpoint path is deprecated, use `checkpoint_egnine` instead") + self.apply_ckpt(default(ckpt_path, ckpt_engine)) + self.additional_decode_keys = set(default(additional_decode_keys, [])) + + def get_input(self, batch: Dict) -> torch.Tensor: + # assuming unified data format, dataloader returns a dict. + # image tensors should be scaled to -1 ... 1 and in channels-first + # format (e.g., bchw instead if bhwc) + return batch[self.input_key] + + def get_autoencoder_params(self) -> list: + params = [] + if hasattr(self.loss, "get_trainable_autoencoder_parameters"): + params += list(self.loss.get_trainable_autoencoder_parameters()) + if hasattr(self.regularization, "get_trainable_parameters"): + params += list(self.regularization.get_trainable_parameters()) + params = params + list(self.encoder.parameters()) + params = params + list(self.decoder.parameters()) + return params + + def get_discriminator_params(self) -> list: + if hasattr(self.loss, "get_trainable_parameters"): + params = list(self.loss.get_trainable_parameters()) # e.g., discriminator + else: + params = [] + return params + + def get_last_layer(self): + return self.decoder.get_last_layer() + + def encode( + self, + x: torch.Tensor, + return_reg_log: bool = False, + unregularized: bool = False, + ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]: + z = self.encoder(x) + if unregularized: + return z, dict() + z, reg_log = self.regularization(z) + if return_reg_log: + return z, reg_log + return z + + def decode(self, z: torch.Tensor, **kwargs) -> torch.Tensor: + x = self.decoder(z, **kwargs) + return x + + def forward( + self, x: torch.Tensor, **additional_decode_kwargs + ) -> Tuple[torch.Tensor, torch.Tensor, dict]: + z, reg_log = self.encode(x, return_reg_log=True) + dec = self.decode(z, **additional_decode_kwargs) + return z, dec, reg_log + + def inner_training_step( + self, batch: dict, batch_idx: int, optimizer_idx: int = 0 + ) -> torch.Tensor: + x = self.get_input(batch) + additional_decode_kwargs = { + key: batch[key] for key in self.additional_decode_keys.intersection(batch) + } + z, xrec, regularization_log = self(x, **additional_decode_kwargs) + if hasattr(self.loss, "forward_keys"): + extra_info = { + "z": z, + "optimizer_idx": optimizer_idx, + "global_step": self.global_step, + "last_layer": self.get_last_layer(), + "split": "train", + "regularization_log": regularization_log, + "autoencoder": self, + } + extra_info = {k: extra_info[k] for k in self.loss.forward_keys} + else: + extra_info = dict() + + if optimizer_idx == 0: + # autoencode + out_loss = self.loss(x, xrec, **extra_info) + if isinstance(out_loss, tuple): + aeloss, log_dict_ae = out_loss + else: + # simple loss function + aeloss = out_loss + log_dict_ae = {"train/loss/rec": aeloss.detach()} + + self.log_dict( + log_dict_ae, + prog_bar=False, + logger=True, + on_step=True, + on_epoch=True, + sync_dist=False, + ) + self.log( + "loss", + aeloss.mean().detach(), + prog_bar=True, + logger=False, + on_epoch=False, + on_step=True, + ) + return aeloss + elif optimizer_idx == 1: + # discriminator + discloss, log_dict_disc = self.loss(x, xrec, **extra_info) + # -> discriminator always needs to return a tuple + self.log_dict( + log_dict_disc, prog_bar=False, logger=True, on_step=True, on_epoch=True + ) + return discloss + else: + raise NotImplementedError(f"Unknown optimizer {optimizer_idx}") + + def training_step(self, batch: dict, batch_idx: int): + opts = self.optimizers() + if not isinstance(opts, list): + # Non-adversarial case + opts = [opts] + optimizer_idx = batch_idx % len(opts) + if self.global_step < self.disc_start_iter: + optimizer_idx = 0 + opt = opts[optimizer_idx] + opt.zero_grad() + with opt.toggle_model(): + loss = self.inner_training_step( + batch, batch_idx, optimizer_idx=optimizer_idx + ) + self.manual_backward(loss) + opt.step() + + def validation_step(self, batch: dict, batch_idx: int) -> Dict: + log_dict = self._validation_step(batch, batch_idx) + with self.ema_scope(): + log_dict_ema = self._validation_step(batch, batch_idx, postfix="_ema") + log_dict.update(log_dict_ema) + return log_dict + + def _validation_step(self, batch: dict, batch_idx: int, postfix: str = "") -> Dict: + x = self.get_input(batch) + + z, xrec, regularization_log = self(x) + if hasattr(self.loss, "forward_keys"): + extra_info = { + "z": z, + "optimizer_idx": 0, + "global_step": self.global_step, + "last_layer": self.get_last_layer(), + "split": "val" + postfix, + "regularization_log": regularization_log, + "autoencoder": self, + } + extra_info = {k: extra_info[k] for k in self.loss.forward_keys} + else: + extra_info = dict() + out_loss = self.loss(x, xrec, **extra_info) + if isinstance(out_loss, tuple): + aeloss, log_dict_ae = out_loss + else: + # simple loss function + aeloss = out_loss + log_dict_ae = {f"val{postfix}/loss/rec": aeloss.detach()} + full_log_dict = log_dict_ae + + if "optimizer_idx" in extra_info: + extra_info["optimizer_idx"] = 1 + discloss, log_dict_disc = self.loss(x, xrec, **extra_info) + full_log_dict.update(log_dict_disc) + self.log( + f"val{postfix}/loss/rec", + log_dict_ae[f"val{postfix}/loss/rec"], + sync_dist=True, + ) + self.log_dict(full_log_dict, sync_dist=True) + return full_log_dict + + def get_param_groups( + self, parameter_names: List[List[str]], optimizer_args: List[dict] + ) -> Tuple[List[Dict[str, Any]], int]: + groups = [] + num_params = 0 + for names, args in zip(parameter_names, optimizer_args): + params = [] + for pattern_ in names: + pattern_params = [] + pattern = re.compile(pattern_) + for p_name, param in self.named_parameters(): + if re.match(pattern, p_name): + pattern_params.append(param) + num_params += param.numel() + if len(pattern_params) == 0: + logpy.warn(f"Did not find parameters for pattern {pattern_}") + params.extend(pattern_params) + groups.append({"params": params, **args}) + return groups, num_params + + def configure_optimizers(self) -> List[torch.optim.Optimizer]: + if self.trainable_ae_params is None: + ae_params = self.get_autoencoder_params() + else: + ae_params, num_ae_params = self.get_param_groups( + self.trainable_ae_params, self.ae_optimizer_args + ) + logpy.info(f"Number of trainable autoencoder parameters: {num_ae_params:,}") + if self.trainable_disc_params is None: + disc_params = self.get_discriminator_params() + else: + disc_params, num_disc_params = self.get_param_groups( + self.trainable_disc_params, self.disc_optimizer_args + ) + logpy.info( + f"Number of trainable discriminator parameters: {num_disc_params:,}" + ) + opt_ae = self.instantiate_optimizer_from_config( + ae_params, + default(self.lr_g_factor, 1.0) * self.learning_rate, + self.optimizer_config, + ) + opts = [opt_ae] + if len(disc_params) > 0: + opt_disc = self.instantiate_optimizer_from_config( + disc_params, self.learning_rate, self.optimizer_config + ) + opts.append(opt_disc) + + return opts + + @torch.no_grad() + def log_images( + self, batch: dict, additional_log_kwargs: Optional[Dict] = None, **kwargs + ) -> dict: + log = dict() + additional_decode_kwargs = {} + x = self.get_input(batch) + additional_decode_kwargs.update( + {key: batch[key] for key in self.additional_decode_keys.intersection(batch)} + ) + + _, xrec, _ = self(x, **additional_decode_kwargs) + log["inputs"] = x + log["reconstructions"] = xrec + diff = 0.5 * torch.abs(torch.clamp(xrec, -1.0, 1.0) - x) + diff.clamp_(0, 1.0) + log["diff"] = 2.0 * diff - 1.0 + # diff_boost shows location of small errors, by boosting their + # brightness. + log["diff_boost"] = ( + 2.0 * torch.clamp(self.diff_boost_factor * diff, 0.0, 1.0) - 1 + ) + if hasattr(self.loss, "log_images"): + log.update(self.loss.log_images(x, xrec)) + with self.ema_scope(): + _, xrec_ema, _ = self(x, **additional_decode_kwargs) + log["reconstructions_ema"] = xrec_ema + diff_ema = 0.5 * torch.abs(torch.clamp(xrec_ema, -1.0, 1.0) - x) + diff_ema.clamp_(0, 1.0) + log["diff_ema"] = 2.0 * diff_ema - 1.0 + log["diff_boost_ema"] = ( + 2.0 * torch.clamp(self.diff_boost_factor * diff_ema, 0.0, 1.0) - 1 + ) + if additional_log_kwargs: + additional_decode_kwargs.update(additional_log_kwargs) + _, xrec_add, _ = self(x, **additional_decode_kwargs) + log_str = "reconstructions-" + "-".join( + [f"{key}={additional_log_kwargs[key]}" for key in additional_log_kwargs] + ) + log[log_str] = xrec_add + return log + + +class AutoencodingEngineLegacy(AutoencodingEngine): + def __init__(self, embed_dim: int, **kwargs): + self.max_batch_size = kwargs.pop("max_batch_size", None) + ddconfig = kwargs.pop("ddconfig") + ckpt_path = kwargs.pop("ckpt_path", None) + ckpt_engine = kwargs.pop("ckpt_engine", None) + super().__init__( + encoder_config={ + "target": "sgm.modules.diffusionmodules.model.Encoder", + "params": ddconfig, + }, + decoder_config={ + "target": "sgm.modules.diffusionmodules.model.Decoder", + "params": ddconfig, + }, + **kwargs, + ) + self.quant_conv = torch.nn.Conv2d( + (1 + ddconfig["double_z"]) * ddconfig["z_channels"], + (1 + ddconfig["double_z"]) * embed_dim, + 1, + ) + self.post_quant_conv = torch.nn.Conv2d(embed_dim, ddconfig["z_channels"], 1) + self.embed_dim = embed_dim + + self.apply_ckpt(default(ckpt_path, ckpt_engine)) + + def get_autoencoder_params(self) -> list: + params = super().get_autoencoder_params() + return params + + def encode( + self, x: torch.Tensor, return_reg_log: bool = False + ) -> Union[torch.Tensor, Tuple[torch.Tensor, dict]]: + if self.max_batch_size is None: + z = self.encoder(x) + z = self.quant_conv(z) + else: + N = x.shape[0] + bs = self.max_batch_size + n_batches = int(math.ceil(N / bs)) + z = list() + for i_batch in range(n_batches): + z_batch = self.encoder(x[i_batch * bs : (i_batch + 1) * bs]) + z_batch = self.quant_conv(z_batch) + z.append(z_batch) + z = torch.cat(z, 0) + + z, reg_log = self.regularization(z) + if return_reg_log: + return z, reg_log + return z + + def decode(self, z: torch.Tensor, **decoder_kwargs) -> torch.Tensor: + if self.max_batch_size is None: + dec = self.post_quant_conv(z) + dec = self.decoder(dec, **decoder_kwargs) + else: + N = z.shape[0] + bs = self.max_batch_size + n_batches = int(math.ceil(N / bs)) + dec = list() + for i_batch in range(n_batches): + dec_batch = self.post_quant_conv(z[i_batch * bs : (i_batch + 1) * bs]) + dec_batch = self.decoder(dec_batch, **decoder_kwargs) + dec.append(dec_batch) + dec = torch.cat(dec, 0) + + return dec + + +class AutoencoderKL(AutoencodingEngineLegacy): + def __init__(self, **kwargs): + if "lossconfig" in kwargs: + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers" + ".DiagonalGaussianRegularizer" + ) + }, + **kwargs, + ) + + +class AutoencoderLegacyVQ(AutoencodingEngineLegacy): + def __init__( + self, + embed_dim: int, + n_embed: int, + sane_index_shape: bool = False, + **kwargs, + ): + if "lossconfig" in kwargs: + logpy.warn(f"Parameter `lossconfig` is deprecated, use `loss_config`.") + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers.quantize" ".VectorQuantizer" + ), + "params": { + "n_e": n_embed, + "e_dim": embed_dim, + "sane_index_shape": sane_index_shape, + }, + }, + **kwargs, + ) + + +class IdentityFirstStage(AbstractAutoencoder): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + def get_input(self, x: Any) -> Any: + return x + + def encode(self, x: Any, *args, **kwargs) -> Any: + return x + + def decode(self, x: Any, *args, **kwargs) -> Any: + return x + + +class AEIntegerWrapper(nn.Module): + def __init__( + self, + model: nn.Module, + shape: Union[None, Tuple[int, int], List[int]] = (16, 16), + regularization_key: str = "regularization", + encoder_kwargs: Optional[Dict[str, Any]] = None, + ): + super().__init__() + self.model = model + assert hasattr(model, "encode") and hasattr( + model, "decode" + ), "Need AE interface" + self.regularization = get_nested_attribute(model, regularization_key) + self.shape = shape + self.encoder_kwargs = default(encoder_kwargs, {"return_reg_log": True}) + + def encode(self, x) -> torch.Tensor: + assert ( + not self.training + ), f"{self.__class__.__name__} only supports inference currently" + _, log = self.model.encode(x, **self.encoder_kwargs) + assert isinstance(log, dict) + inds = log["min_encoding_indices"] + return rearrange(inds, "b ... -> b (...)") + + def decode( + self, inds: torch.Tensor, shape: Union[None, tuple, list] = None + ) -> torch.Tensor: + # expect inds shape (b, s) with s = h*w + shape = default(shape, self.shape) # Optional[(h, w)] + if shape is not None: + assert len(shape) == 2, f"Unhandeled shape {shape}" + inds = rearrange(inds, "b (h w) -> b h w", h=shape[0], w=shape[1]) + h = self.regularization.get_codebook_entry(inds) # (b, h, w, c) + h = rearrange(h, "b h w c -> b c h w") + return self.model.decode(h) + + +class AutoencoderKLModeOnly(AutoencodingEngineLegacy): + def __init__(self, **kwargs): + if "lossconfig" in kwargs: + kwargs["loss_config"] = kwargs.pop("lossconfig") + super().__init__( + regularizer_config={ + "target": ( + "sgm.modules.autoencoding.regularizers" + ".DiagonalGaussianRegularizer" + ), + "params": {"sample": False}, + }, + **kwargs, + ) diff --git a/generative_models/sgm/models/diffusion.py b/generative_models/sgm/models/diffusion.py new file mode 100644 index 0000000000000000000000000000000000000000..3ce3c859186e4608928c6991d2b3d7384720504e --- /dev/null +++ b/generative_models/sgm/models/diffusion.py @@ -0,0 +1,341 @@ +import math +from contextlib import contextmanager +from typing import Any, Dict, List, Optional, Tuple, Union + +import pytorch_lightning as pl +import torch +from omegaconf import ListConfig, OmegaConf +from safetensors.torch import load_file as load_safetensors +from torch.optim.lr_scheduler import LambdaLR + +from ..modules import UNCONDITIONAL_CONFIG +from ..modules.autoencoding.temporal_ae import VideoDecoder +from ..modules.diffusionmodules.wrappers import OPENAIUNETWRAPPER +from ..modules.ema import LitEma +from ..util import (default, disabled_train, get_obj_from_str, + instantiate_from_config, log_txt_as_img) + + +class DiffusionEngine(pl.LightningModule): + def __init__( + self, + network_config, + denoiser_config, + first_stage_config, + conditioner_config: Union[None, Dict, ListConfig, OmegaConf] = None, + sampler_config: Union[None, Dict, ListConfig, OmegaConf] = None, + optimizer_config: Union[None, Dict, ListConfig, OmegaConf] = None, + scheduler_config: Union[None, Dict, ListConfig, OmegaConf] = None, + loss_fn_config: Union[None, Dict, ListConfig, OmegaConf] = None, + network_wrapper: Union[None, str] = None, + ckpt_path: Union[None, str] = None, + use_ema: bool = False, + ema_decay_rate: float = 0.9999, + scale_factor: float = 1.0, + disable_first_stage_autocast=False, + input_key: str = "jpg", + log_keys: Union[List, None] = None, + no_cond_log: bool = False, + compile_model: bool = False, + en_and_decode_n_samples_a_time: Optional[int] = None, + ): + super().__init__() + self.log_keys = log_keys + self.input_key = input_key + self.optimizer_config = default( + optimizer_config, {"target": "torch.optim.AdamW"} + ) + model = instantiate_from_config(network_config) + self.model = get_obj_from_str(default(network_wrapper, OPENAIUNETWRAPPER))( + model, compile_model=compile_model + ) + + self.denoiser = instantiate_from_config(denoiser_config) + self.sampler = ( + instantiate_from_config(sampler_config) + if sampler_config is not None + else None + ) + self.conditioner = instantiate_from_config( + default(conditioner_config, UNCONDITIONAL_CONFIG) + ) + self.scheduler_config = scheduler_config + self._init_first_stage(first_stage_config) + + self.loss_fn = ( + instantiate_from_config(loss_fn_config) + if loss_fn_config is not None + else None + ) + + self.use_ema = use_ema + if self.use_ema: + self.model_ema = LitEma(self.model, decay=ema_decay_rate) + print(f"Keeping EMAs of {len(list(self.model_ema.buffers()))}.") + + self.scale_factor = scale_factor + self.disable_first_stage_autocast = disable_first_stage_autocast + self.no_cond_log = no_cond_log + + if ckpt_path is not None: + self.init_from_ckpt(ckpt_path) + + self.en_and_decode_n_samples_a_time = en_and_decode_n_samples_a_time + + def init_from_ckpt( + self, + path: str, + ) -> None: + if path.endswith("ckpt"): + sd = torch.load(path, map_location="cpu")["state_dict"] + elif path.endswith("safetensors"): + sd = load_safetensors(path) + else: + raise NotImplementedError + + missing, unexpected = self.load_state_dict(sd, strict=False) + print( + f"Restored from {path} with {len(missing)} missing and {len(unexpected)} unexpected keys" + ) + if len(missing) > 0: + print(f"Missing Keys: {missing}") + if len(unexpected) > 0: + print(f"Unexpected Keys: {unexpected}") + + def _init_first_stage(self, config): + model = instantiate_from_config(config).eval() + model.train = disabled_train + for param in model.parameters(): + param.requires_grad = False + self.first_stage_model = model + + def get_input(self, batch): + # assuming unified data format, dataloader returns a dict. + # image tensors should be scaled to -1 ... 1 and in bchw format + return batch[self.input_key] + + @torch.no_grad() + def decode_first_stage(self, z): + z = 1.0 / self.scale_factor * z + n_samples = default(self.en_and_decode_n_samples_a_time, z.shape[0]) + + n_rounds = math.ceil(z.shape[0] / n_samples) + all_out = [] + with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): + for n in range(n_rounds): + if isinstance(self.first_stage_model.decoder, VideoDecoder): + kwargs = {"timesteps": len(z[n * n_samples : (n + 1) * n_samples])} + else: + kwargs = {} + out = self.first_stage_model.decode( + z[n * n_samples : (n + 1) * n_samples], **kwargs + ) + all_out.append(out) + out = torch.cat(all_out, dim=0) + return out + + @torch.no_grad() + def encode_first_stage(self, x): + n_samples = default(self.en_and_decode_n_samples_a_time, x.shape[0]) + n_rounds = math.ceil(x.shape[0] / n_samples) + all_out = [] + with torch.autocast("cuda", enabled=not self.disable_first_stage_autocast): + for n in range(n_rounds): + out = self.first_stage_model.encode( + x[n * n_samples : (n + 1) * n_samples] + ) + all_out.append(out) + z = torch.cat(all_out, dim=0) + z = self.scale_factor * z + return z + + def forward(self, x, batch): + loss = self.loss_fn(self.model, self.denoiser, self.conditioner, x, batch) + loss_mean = loss.mean() + loss_dict = {"loss": loss_mean} + return loss_mean, loss_dict + + def shared_step(self, batch: Dict) -> Any: + x = self.get_input(batch) + x = self.encode_first_stage(x) + batch["global_step"] = self.global_step + loss, loss_dict = self(x, batch) + return loss, loss_dict + + def training_step(self, batch, batch_idx): + loss, loss_dict = self.shared_step(batch) + + self.log_dict( + loss_dict, prog_bar=True, logger=True, on_step=True, on_epoch=False + ) + + self.log( + "global_step", + self.global_step, + prog_bar=True, + logger=True, + on_step=True, + on_epoch=False, + ) + + if self.scheduler_config is not None: + lr = self.optimizers().param_groups[0]["lr"] + self.log( + "lr_abs", lr, prog_bar=True, logger=True, on_step=True, on_epoch=False + ) + + return loss + + def on_train_start(self, *args, **kwargs): + if self.sampler is None or self.loss_fn is None: + raise ValueError("Sampler and loss function need to be set for training.") + + def on_train_batch_end(self, *args, **kwargs): + if self.use_ema: + self.model_ema(self.model) + + @contextmanager + def ema_scope(self, context=None): + if self.use_ema: + self.model_ema.store(self.model.parameters()) + self.model_ema.copy_to(self.model) + if context is not None: + print(f"{context}: Switched to EMA weights") + try: + yield None + finally: + if self.use_ema: + self.model_ema.restore(self.model.parameters()) + if context is not None: + print(f"{context}: Restored training weights") + + def instantiate_optimizer_from_config(self, params, lr, cfg): + return get_obj_from_str(cfg["target"])( + params, lr=lr, **cfg.get("params", dict()) + ) + + def configure_optimizers(self): + lr = self.learning_rate + params = list(self.model.parameters()) + for embedder in self.conditioner.embedders: + if embedder.is_trainable: + params = params + list(embedder.parameters()) + opt = self.instantiate_optimizer_from_config(params, lr, self.optimizer_config) + if self.scheduler_config is not None: + scheduler = instantiate_from_config(self.scheduler_config) + print("Setting up LambdaLR scheduler...") + scheduler = [ + { + "scheduler": LambdaLR(opt, lr_lambda=scheduler.schedule), + "interval": "step", + "frequency": 1, + } + ] + return [opt], scheduler + return opt + + @torch.no_grad() + def sample( + self, + cond: Dict, + uc: Union[Dict, None] = None, + batch_size: int = 16, + shape: Union[None, Tuple, List] = None, + **kwargs, + ): + randn = torch.randn(batch_size, *shape).to(self.device) + + denoiser = lambda input, sigma, c: self.denoiser( + self.model, input, sigma, c, **kwargs + ) + samples = self.sampler(denoiser, randn, cond, uc=uc) + return samples + + @torch.no_grad() + def log_conditionings(self, batch: Dict, n: int) -> Dict: + """ + Defines heuristics to log different conditionings. + These can be lists of strings (text-to-image), tensors, ints, ... + """ + image_h, image_w = batch[self.input_key].shape[2:] + log = dict() + + for embedder in self.conditioner.embedders: + if ( + (self.log_keys is None) or (embedder.input_key in self.log_keys) + ) and not self.no_cond_log: + x = batch[embedder.input_key][:n] + if isinstance(x, torch.Tensor): + if x.dim() == 1: + # class-conditional, convert integer to string + x = [str(x[i].item()) for i in range(x.shape[0])] + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 4) + elif x.dim() == 2: + # size and crop cond and the like + x = [ + "x".join([str(xx) for xx in x[i].tolist()]) + for i in range(x.shape[0]) + ] + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) + else: + raise NotImplementedError() + elif isinstance(x, (List, ListConfig)): + if isinstance(x[0], str): + # strings + xc = log_txt_as_img((image_h, image_w), x, size=image_h // 20) + else: + raise NotImplementedError() + else: + raise NotImplementedError() + log[embedder.input_key] = xc + return log + + @torch.no_grad() + def log_images( + self, + batch: Dict, + N: int = 8, + sample: bool = True, + ucg_keys: List[str] = None, + **kwargs, + ) -> Dict: + conditioner_input_keys = [e.input_key for e in self.conditioner.embedders] + if ucg_keys: + assert all(map(lambda x: x in conditioner_input_keys, ucg_keys)), ( + "Each defined ucg key for sampling must be in the provided conditioner input keys," + f"but we have {ucg_keys} vs. {conditioner_input_keys}" + ) + else: + ucg_keys = conditioner_input_keys + log = dict() + + x = self.get_input(batch) + + c, uc = self.conditioner.get_unconditional_conditioning( + batch, + force_uc_zero_embeddings=ucg_keys + if len(self.conditioner.embedders) > 0 + else [], + ) + + sampling_kwargs = {} + + N = min(x.shape[0], N) + x = x.to(self.device)[:N] + log["inputs"] = x + z = self.encode_first_stage(x) + log["reconstructions"] = self.decode_first_stage(z) + log.update(self.log_conditionings(batch, N)) + + for k in c: + if isinstance(c[k], torch.Tensor): + c[k], uc[k] = map(lambda y: y[k][:N].to(self.device), (c, uc)) + + if sample: + with self.ema_scope("Plotting"): + samples = self.sample( + c, shape=z.shape[1:], uc=uc, batch_size=N, **sampling_kwargs + ) + samples = self.decode_first_stage(samples) + log["samples"] = samples + return log \ No newline at end of file diff --git a/generative_models/sgm/modules/__init__.py b/generative_models/sgm/modules/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0db1d7716a6e48f77b86a4b59c9289d6fb76b50b --- /dev/null +++ b/generative_models/sgm/modules/__init__.py @@ -0,0 +1,6 @@ +from .encoders.modules import GeneralConditioner + +UNCONDITIONAL_CONFIG = { + "target": "sgm.modules.GeneralConditioner", + "params": {"emb_models": []}, +} diff --git a/generative_models/sgm/modules/attention.py b/generative_models/sgm/modules/attention.py new file mode 100644 index 0000000000000000000000000000000000000000..52a50b7bd744bea0f0cdca23b0cfd14ad87794be --- /dev/null +++ b/generative_models/sgm/modules/attention.py @@ -0,0 +1,759 @@ +import logging +import math +from inspect import isfunction +from typing import Any, Optional + +import torch +import torch.nn.functional as F +from einops import rearrange, repeat +from packaging import version +from torch import nn +from torch.utils.checkpoint import checkpoint + +logpy = logging.getLogger(__name__) + +if version.parse(torch.__version__) >= version.parse("2.0.0"): + SDP_IS_AVAILABLE = True + from torch.backends.cuda import SDPBackend, sdp_kernel + + BACKEND_MAP = { + SDPBackend.MATH: { + "enable_math": True, + "enable_flash": False, + "enable_mem_efficient": False, + }, + SDPBackend.FLASH_ATTENTION: { + "enable_math": False, + "enable_flash": True, + "enable_mem_efficient": False, + }, + SDPBackend.EFFICIENT_ATTENTION: { + "enable_math": False, + "enable_flash": False, + "enable_mem_efficient": True, + }, + None: {"enable_math": True, "enable_flash": True, "enable_mem_efficient": True}, + } +else: + from contextlib import nullcontext + + SDP_IS_AVAILABLE = False + sdp_kernel = nullcontext + BACKEND_MAP = {} + logpy.warn( + f"No SDP backend available, likely because you are running in pytorch " + f"versions < 2.0. In fact, you are using PyTorch {torch.__version__}. " + f"You might want to consider upgrading." + ) + +try: + import xformers + import xformers.ops + + XFORMERS_IS_AVAILABLE = True +except: + XFORMERS_IS_AVAILABLE = False + logpy.warn("no module 'xformers'. Processing without...") + +# from .diffusionmodules.util import mixed_checkpoint as checkpoint + + +def exists(val): + return val is not None + + +def uniq(arr): + return {el: True for el in arr}.keys() + + +def default(val, d): + if exists(val): + return val + return d() if isfunction(d) else d + + +def max_neg_value(t): + return -torch.finfo(t.dtype).max + + +def init_(tensor): + dim = tensor.shape[-1] + std = 1 / math.sqrt(dim) + tensor.uniform_(-std, std) + return tensor + + +# feedforward +class GEGLU(nn.Module): + def __init__(self, dim_in, dim_out): + super().__init__() + self.proj = nn.Linear(dim_in, dim_out * 2) + + def forward(self, x): + x, gate = self.proj(x).chunk(2, dim=-1) + return x * F.gelu(gate) + + +class FeedForward(nn.Module): + def __init__(self, dim, dim_out=None, mult=4, glu=False, dropout=0.0): + super().__init__() + inner_dim = int(dim * mult) + dim_out = default(dim_out, dim) + project_in = ( + nn.Sequential(nn.Linear(dim, inner_dim), nn.GELU()) + if not glu + else GEGLU(dim, inner_dim) + ) + + self.net = nn.Sequential( + project_in, nn.Dropout(dropout), nn.Linear(inner_dim, dim_out) + ) + + def forward(self, x): + return self.net(x) + + +def zero_module(module): + """ + Zero out the parameters of a module and return it. + """ + for p in module.parameters(): + p.detach().zero_() + return module + + +def Normalize(in_channels): + return torch.nn.GroupNorm( + num_groups=32, num_channels=in_channels, eps=1e-6, affine=True + ) + + +class LinearAttention(nn.Module): + def __init__(self, dim, heads=4, dim_head=32): + super().__init__() + self.heads = heads + hidden_dim = dim_head * heads + self.to_qkv = nn.Conv2d(dim, hidden_dim * 3, 1, bias=False) + self.to_out = nn.Conv2d(hidden_dim, dim, 1) + + def forward(self, x): + b, c, h, w = x.shape + qkv = self.to_qkv(x) + q, k, v = rearrange( + qkv, "b (qkv heads c) h w -> qkv b heads c (h w)", heads=self.heads, qkv=3 + ) + k = k.softmax(dim=-1) + context = torch.einsum("bhdn,bhen->bhde", k, v) + out = torch.einsum("bhde,bhdn->bhen", context, q) + out = rearrange( + out, "b heads c (h w) -> b (heads c) h w", heads=self.heads, h=h, w=w + ) + return self.to_out(out) + + +class SelfAttention(nn.Module): + ATTENTION_MODES = ("xformers", "torch", "math") + + def __init__( + self, + dim: int, + num_heads: int = 8, + qkv_bias: bool = False, + qk_scale: Optional[float] = None, + attn_drop: float = 0.0, + proj_drop: float = 0.0, + attn_mode: str = "xformers", + ): + super().__init__() + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = qk_scale or head_dim**-0.5 + + self.qkv = nn.Linear(dim, dim * 3, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) + assert attn_mode in self.ATTENTION_MODES + self.attn_mode = attn_mode + + def forward(self, x: torch.Tensor) -> torch.Tensor: + B, L, C = x.shape + + qkv = self.qkv(x) + if self.attn_mode == "torch": + qkv = rearrange( + qkv, "B L (K H D) -> K B H L D", K=3, H=self.num_heads + ).float() + q, k, v = qkv[0], qkv[1], qkv[2] # B H L D + x = torch.nn.functional.scaled_dot_product_attention(q, k, v) + x = rearrange(x, "B H L D -> B L (H D)") + elif self.attn_mode == "xformers": + qkv = rearrange(qkv, "B L (K H D) -> K B L H D", K=3, H=self.num_heads) + q, k, v = qkv[0], qkv[1], qkv[2] # B L H D + x = xformers.ops.memory_efficient_attention(q, k, v) + x = rearrange(x, "B L H D -> B L (H D)", H=self.num_heads) + elif self.attn_mode == "math": + qkv = rearrange(qkv, "B L (K H D) -> K B H L D", K=3, H=self.num_heads) + q, k, v = qkv[0], qkv[1], qkv[2] # B H L D + attn = (q @ k.transpose(-2, -1)) * self.scale + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + x = (attn @ v).transpose(1, 2).reshape(B, L, C) + else: + raise NotImplemented + + x = self.proj(x) + x = self.proj_drop(x) + return x + + +class SpatialSelfAttention(nn.Module): + def __init__(self, in_channels): + super().__init__() + self.in_channels = in_channels + + self.norm = Normalize(in_channels) + self.q = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.k = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.v = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + self.proj_out = torch.nn.Conv2d( + in_channels, in_channels, kernel_size=1, stride=1, padding=0 + ) + + def forward(self, x): + h_ = x + h_ = self.norm(h_) + q = self.q(h_) + k = self.k(h_) + v = self.v(h_) + + # compute attention + b, c, h, w = q.shape + q = rearrange(q, "b c h w -> b (h w) c") + k = rearrange(k, "b c h w -> b c (h w)") + w_ = torch.einsum("bij,bjk->bik", q, k) + + w_ = w_ * (int(c) ** (-0.5)) + w_ = torch.nn.functional.softmax(w_, dim=2) + + # attend to values + v = rearrange(v, "b c h w -> b c (h w)") + w_ = rearrange(w_, "b i j -> b j i") + h_ = torch.einsum("bij,bjk->bik", v, w_) + h_ = rearrange(h_, "b c (h w) -> b c h w", h=h) + h_ = self.proj_out(h_) + + return x + h_ + + +class CrossAttention(nn.Module): + def __init__( + self, + query_dim, + context_dim=None, + heads=8, + dim_head=64, + dropout=0.0, + backend=None, + ): + super().__init__() + inner_dim = dim_head * heads + context_dim = default(context_dim, query_dim) + + self.scale = dim_head**-0.5 + self.heads = heads + + self.to_q = nn.Linear(query_dim, inner_dim, bias=False) + self.to_k = nn.Linear(context_dim, inner_dim, bias=False) + self.to_v = nn.Linear(context_dim, inner_dim, bias=False) + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) + ) + self.backend = backend + + def forward( + self, + x, + context=None, + mask=None, + additional_tokens=None, + n_times_crossframe_attn_in_self=0, + ): + h = self.heads + + if additional_tokens is not None: + # get the number of masked tokens at the beginning of the output sequence + n_tokens_to_mask = additional_tokens.shape[1] + # add additional token + x = torch.cat([additional_tokens, x], dim=1) + + q = self.to_q(x) + context = default(context, x) + k = self.to_k(context) + v = self.to_v(context) + + if n_times_crossframe_attn_in_self: + # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 + assert x.shape[0] % n_times_crossframe_attn_in_self == 0 + n_cp = x.shape[0] // n_times_crossframe_attn_in_self + k = repeat( + k[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp + ) + v = repeat( + v[::n_times_crossframe_attn_in_self], "b ... -> (b n) ...", n=n_cp + ) + + q, k, v = map(lambda t: rearrange(t, "b n (h d) -> b h n d", h=h), (q, k, v)) + + ## old + """ + sim = einsum('b i d, b j d -> b i j', q, k) * self.scale + del q, k + + if exists(mask): + mask = rearrange(mask, 'b ... -> b (...)') + max_neg_value = -torch.finfo(sim.dtype).max + mask = repeat(mask, 'b j -> (b h) () j', h=h) + sim.masked_fill_(~mask, max_neg_value) + + # attention, what we cannot get enough of + sim = sim.softmax(dim=-1) + + out = einsum('b i j, b j d -> b i d', sim, v) + """ + ## new + with sdp_kernel(**BACKEND_MAP[self.backend]): + # print("dispatching into backend", self.backend, "q/k/v shape: ", q.shape, k.shape, v.shape) + out = F.scaled_dot_product_attention( + q, k, v, attn_mask=mask + ) # scale is dim_head ** -0.5 per default + + del q, k, v + out = rearrange(out, "b h n d -> b n (h d)", h=h) + + if additional_tokens is not None: + # remove additional token + out = out[:, n_tokens_to_mask:] + return self.to_out(out) + + +class MemoryEfficientCrossAttention(nn.Module): + # https://github.com/MatthieuTPHR/diffusers/blob/d80b531ff8060ec1ea982b65a1b8df70f73aa67c/src/diffusers/models/attention.py#L223 + def __init__( + self, query_dim, context_dim=None, heads=8, dim_head=64, dropout=0.0, **kwargs + ): + super().__init__() + logpy.debug( + f"Setting up {self.__class__.__name__}. Query dim is {query_dim}, " + f"context_dim is {context_dim} and using {heads} heads with a " + f"dimension of {dim_head}." + ) + inner_dim = dim_head * heads + context_dim = default(context_dim, query_dim) + + self.heads = heads + self.dim_head = dim_head + + self.to_q = nn.Linear(query_dim, inner_dim, bias=False) + self.to_k = nn.Linear(context_dim, inner_dim, bias=False) + self.to_v = nn.Linear(context_dim, inner_dim, bias=False) + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, query_dim), nn.Dropout(dropout) + ) + self.attention_op: Optional[Any] = None + + def forward( + self, + x, + context=None, + mask=None, + additional_tokens=None, + n_times_crossframe_attn_in_self=0, + ): + if additional_tokens is not None: + # get the number of masked tokens at the beginning of the output sequence + n_tokens_to_mask = additional_tokens.shape[1] + # add additional token + x = torch.cat([additional_tokens, x], dim=1) + q = self.to_q(x) + context = default(context, x) + k = self.to_k(context) + v = self.to_v(context) + + if n_times_crossframe_attn_in_self: + # reprogramming cross-frame attention as in https://arxiv.org/abs/2303.13439 + assert x.shape[0] % n_times_crossframe_attn_in_self == 0 + # n_cp = x.shape[0]//n_times_crossframe_attn_in_self + k = repeat( + k[::n_times_crossframe_attn_in_self], + "b ... -> (b n) ...", + n=n_times_crossframe_attn_in_self, + ) + v = repeat( + v[::n_times_crossframe_attn_in_self], + "b ... -> (b n) ...", + n=n_times_crossframe_attn_in_self, + ) + + b, _, _ = q.shape + q, k, v = map( + lambda t: t.unsqueeze(3) + .reshape(b, t.shape[1], self.heads, self.dim_head) + .permute(0, 2, 1, 3) + .reshape(b * self.heads, t.shape[1], self.dim_head) + .contiguous(), + (q, k, v), + ) + + # actually compute the attention, what we cannot get enough of + if version.parse(xformers.__version__) >= version.parse("0.0.21"): + # NOTE: workaround for + # https://github.com/facebookresearch/xformers/issues/845 + max_bs = 32768 + N = q.shape[0] + n_batches = math.ceil(N / max_bs) + out = list() + for i_batch in range(n_batches): + batch = slice(i_batch * max_bs, (i_batch + 1) * max_bs) + out.append( + xformers.ops.memory_efficient_attention( + q[batch], + k[batch], + v[batch], + attn_bias=None, + op=self.attention_op, + ) + ) + out = torch.cat(out, 0) + else: + out = xformers.ops.memory_efficient_attention( + q, k, v, attn_bias=None, op=self.attention_op + ) + + # TODO: Use this directly in the attention operation, as a bias + if exists(mask): + raise NotImplementedError + out = ( + out.unsqueeze(0) + .reshape(b, self.heads, out.shape[1], self.dim_head) + .permute(0, 2, 1, 3) + .reshape(b, out.shape[1], self.heads * self.dim_head) + ) + if additional_tokens is not None: + # remove additional token + out = out[:, n_tokens_to_mask:] + return self.to_out(out) + + +class BasicTransformerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, # vanilla attention + "softmax-xformers": MemoryEfficientCrossAttention, # ampere + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + disable_self_attn=False, + attn_mode="softmax", + sdp_backend=None, + ): + super().__init__() + assert attn_mode in self.ATTENTION_MODES + if attn_mode != "softmax" and not XFORMERS_IS_AVAILABLE: + logpy.warn( + f"Attention mode '{attn_mode}' is not available. Falling " + f"back to native attention. This is not a problem in " + f"Pytorch >= 2.0. FYI, you are running with PyTorch " + f"version {torch.__version__}." + ) + attn_mode = "softmax" + elif attn_mode == "softmax" and not SDP_IS_AVAILABLE: + logpy.warn( + "We do not support vanilla attention anymore, as it is too " + "expensive. Sorry." + ) + if not XFORMERS_IS_AVAILABLE: + assert ( + False + ), "Please install xformers via e.g. 'pip install xformers==0.0.16'" + else: + logpy.info("Falling back to xformers efficient attention.") + attn_mode = "softmax-xformers" + attn_cls = self.ATTENTION_MODES[attn_mode] + if version.parse(torch.__version__) >= version.parse("2.0.0"): + assert sdp_backend is None or isinstance(sdp_backend, SDPBackend) + else: + assert sdp_backend is None + self.disable_self_attn = disable_self_attn + self.attn1 = attn_cls( + query_dim=dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + context_dim=context_dim if self.disable_self_attn else None, + backend=sdp_backend, + ) # is a self-attention if not self.disable_self_attn + self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) + self.attn2 = attn_cls( + query_dim=dim, + context_dim=context_dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + backend=sdp_backend, + ) # is self-attn if context is none + self.norm1 = nn.LayerNorm(dim) + self.norm2 = nn.LayerNorm(dim) + self.norm3 = nn.LayerNorm(dim) + self.checkpoint = checkpoint + if self.checkpoint: + logpy.debug(f"{self.__class__.__name__} is using checkpointing") + + def forward( + self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 + ): + kwargs = {"x": x} + + if context is not None: + kwargs.update({"context": context}) + + if additional_tokens is not None: + kwargs.update({"additional_tokens": additional_tokens}) + + if n_times_crossframe_attn_in_self: + kwargs.update( + {"n_times_crossframe_attn_in_self": n_times_crossframe_attn_in_self} + ) + + # return mixed_checkpoint(self._forward, kwargs, self.parameters(), self.checkpoint) + if self.checkpoint: + # inputs = {"x": x, "context": context} + return checkpoint(self._forward, x, context) + # return checkpoint(self._forward, inputs, self.parameters(), self.checkpoint) + else: + return self._forward(**kwargs) + + def _forward( + self, x, context=None, additional_tokens=None, n_times_crossframe_attn_in_self=0 + ): + x = ( + self.attn1( + self.norm1(x), + context=context if self.disable_self_attn else None, + additional_tokens=additional_tokens, + n_times_crossframe_attn_in_self=n_times_crossframe_attn_in_self + if not self.disable_self_attn + else 0, + ) + + x + ) + x = ( + self.attn2( + self.norm2(x), context=context, additional_tokens=additional_tokens + ) + + x + ) + x = self.ff(self.norm3(x)) + x + return x + + +class BasicTransformerSingleLayerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, # vanilla attention + "softmax-xformers": MemoryEfficientCrossAttention # on the A100s not quite as fast as the above version + # (todo might depend on head_dim, check, falls back to semi-optimized kernels for dim!=[16,32,64,128]) + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + attn_mode="softmax", + ): + super().__init__() + assert attn_mode in self.ATTENTION_MODES + attn_cls = self.ATTENTION_MODES[attn_mode] + self.attn1 = attn_cls( + query_dim=dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + context_dim=context_dim, + ) + self.ff = FeedForward(dim, dropout=dropout, glu=gated_ff) + self.norm1 = nn.LayerNorm(dim) + self.norm2 = nn.LayerNorm(dim) + self.checkpoint = checkpoint + + def forward(self, x, context=None): + # inputs = {"x": x, "context": context} + # return checkpoint(self._forward, inputs, self.parameters(), self.checkpoint) + return checkpoint(self._forward, x, context) + + def _forward(self, x, context=None): + x = self.attn1(self.norm1(x), context=context) + x + x = self.ff(self.norm2(x)) + x + return x + + +class SpatialTransformer(nn.Module): + """ + Transformer block for image-like data. + First, project the input (aka embedding) + and reshape to b, t, d. + Then apply standard transformer action. + Finally, reshape to image + NEW: use_linear for more efficiency instead of the 1x1 convs + """ + + def __init__( + self, + in_channels, + n_heads, + d_head, + depth=1, + dropout=0.0, + context_dim=None, + disable_self_attn=False, + use_linear=False, + attn_type="softmax", + use_checkpoint=True, + # sdp_backend=SDPBackend.FLASH_ATTENTION + sdp_backend=None, + ): + super().__init__() + logpy.debug( + f"constructing {self.__class__.__name__} of depth {depth} w/ " + f"{in_channels} channels and {n_heads} heads." + ) + + if exists(context_dim) and not isinstance(context_dim, list): + context_dim = [context_dim] + if exists(context_dim) and isinstance(context_dim, list): + if depth != len(context_dim): + logpy.warn( + f"{self.__class__.__name__}: Found context dims " + f"{context_dim} of depth {len(context_dim)}, which does not " + f"match the specified 'depth' of {depth}. Setting context_dim " + f"to {depth * [context_dim[0]]} now." + ) + # depth does not match context dims. + assert all( + map(lambda x: x == context_dim[0], context_dim) + ), "need homogenous context_dim to match depth automatically" + context_dim = depth * [context_dim[0]] + elif context_dim is None: + context_dim = [None] * depth + self.in_channels = in_channels + inner_dim = n_heads * d_head + self.norm = Normalize(in_channels) + if not use_linear: + self.proj_in = nn.Conv2d( + in_channels, inner_dim, kernel_size=1, stride=1, padding=0 + ) + else: + self.proj_in = nn.Linear(in_channels, inner_dim) + + self.transformer_blocks = nn.ModuleList( + [ + BasicTransformerBlock( + inner_dim, + n_heads, + d_head, + dropout=dropout, + context_dim=context_dim[d], + disable_self_attn=disable_self_attn, + attn_mode=attn_type, + checkpoint=use_checkpoint, + sdp_backend=sdp_backend, + ) + for d in range(depth) + ] + ) + if not use_linear: + self.proj_out = zero_module( + nn.Conv2d(inner_dim, in_channels, kernel_size=1, stride=1, padding=0) + ) + else: + # self.proj_out = zero_module(nn.Linear(in_channels, inner_dim)) + self.proj_out = zero_module(nn.Linear(inner_dim, in_channels)) + self.use_linear = use_linear + + def forward(self, x, context=None): + # note: if no context is given, cross-attention defaults to self-attention + if not isinstance(context, list): + context = [context] + b, c, h, w = x.shape + x_in = x + x = self.norm(x) + if not self.use_linear: + x = self.proj_in(x) + x = rearrange(x, "b c h w -> b (h w) c").contiguous() + if self.use_linear: + x = self.proj_in(x) + for i, block in enumerate(self.transformer_blocks): + if i > 0 and len(context) == 1: + i = 0 # use same context for each block + x = block(x, context=context[i]) + if self.use_linear: + x = self.proj_out(x) + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w).contiguous() + if not self.use_linear: + x = self.proj_out(x) + return x + x_in + + +class SimpleTransformer(nn.Module): + def __init__( + self, + dim: int, + depth: int, + heads: int, + dim_head: int, + context_dim: Optional[int] = None, + dropout: float = 0.0, + checkpoint: bool = True, + ): + super().__init__() + self.layers = nn.ModuleList([]) + for _ in range(depth): + self.layers.append( + BasicTransformerBlock( + dim, + heads, + dim_head, + dropout=dropout, + context_dim=context_dim, + attn_mode="softmax-xformers", + checkpoint=checkpoint, + ) + ) + + def forward( + self, + x: torch.Tensor, + context: Optional[torch.Tensor] = None, + ) -> torch.Tensor: + for layer in self.layers: + x = layer(x, context) + return x diff --git a/generative_models/sgm/modules/autoencoding/__init__.py b/generative_models/sgm/modules/autoencoding/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/modules/autoencoding/losses/__init__.py b/generative_models/sgm/modules/autoencoding/losses/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..6b316c7aa6ea1c5e31a58987aa3b37b2933eb7e2 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/losses/__init__.py @@ -0,0 +1,7 @@ +__all__ = [ + "GeneralLPIPSWithDiscriminator", + "LatentLPIPS", +] + +from .discriminator_loss import GeneralLPIPSWithDiscriminator +from .lpips import LatentLPIPS diff --git a/generative_models/sgm/modules/autoencoding/losses/discriminator_loss.py b/generative_models/sgm/modules/autoencoding/losses/discriminator_loss.py new file mode 100644 index 0000000000000000000000000000000000000000..09b6829267bf8e4d98c3f29abdc19e58dcbcbe64 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/losses/discriminator_loss.py @@ -0,0 +1,306 @@ +from typing import Dict, Iterator, List, Optional, Tuple, Union + +import numpy as np +import torch +import torch.nn as nn +import torchvision +from einops import rearrange +from matplotlib import colormaps +from matplotlib import pyplot as plt + +from ....util import default, instantiate_from_config +from ..lpips.loss.lpips import LPIPS +from ..lpips.model.model import weights_init +from ..lpips.vqperceptual import hinge_d_loss, vanilla_d_loss + + +class GeneralLPIPSWithDiscriminator(nn.Module): + def __init__( + self, + disc_start: int, + logvar_init: float = 0.0, + disc_num_layers: int = 3, + disc_in_channels: int = 3, + disc_factor: float = 1.0, + disc_weight: float = 1.0, + perceptual_weight: float = 1.0, + disc_loss: str = "hinge", + scale_input_to_tgt_size: bool = False, + dims: int = 2, + learn_logvar: bool = False, + regularization_weights: Union[None, Dict[str, float]] = None, + additional_log_keys: Optional[List[str]] = None, + discriminator_config: Optional[Dict] = None, + ): + super().__init__() + self.dims = dims + if self.dims > 2: + print( + f"running with dims={dims}. This means that for perceptual loss " + f"calculation, the LPIPS loss will be applied to each frame " + f"independently." + ) + self.scale_input_to_tgt_size = scale_input_to_tgt_size + assert disc_loss in ["hinge", "vanilla"] + self.perceptual_loss = LPIPS().eval() + self.perceptual_weight = perceptual_weight + # output log variance + self.logvar = nn.Parameter( + torch.full((), logvar_init), requires_grad=learn_logvar + ) + self.learn_logvar = learn_logvar + + discriminator_config = default( + discriminator_config, + { + "target": "sgm.modules.autoencoding.lpips.model.model.NLayerDiscriminator", + "params": { + "input_nc": disc_in_channels, + "n_layers": disc_num_layers, + "use_actnorm": False, + }, + }, + ) + + self.discriminator = instantiate_from_config(discriminator_config).apply( + weights_init + ) + self.discriminator_iter_start = disc_start + self.disc_loss = hinge_d_loss if disc_loss == "hinge" else vanilla_d_loss + self.disc_factor = disc_factor + self.discriminator_weight = disc_weight + self.regularization_weights = default(regularization_weights, {}) + + self.forward_keys = [ + "optimizer_idx", + "global_step", + "last_layer", + "split", + "regularization_log", + ] + + self.additional_log_keys = set(default(additional_log_keys, [])) + self.additional_log_keys.update(set(self.regularization_weights.keys())) + + def get_trainable_parameters(self) -> Iterator[nn.Parameter]: + return self.discriminator.parameters() + + def get_trainable_autoencoder_parameters(self) -> Iterator[nn.Parameter]: + if self.learn_logvar: + yield self.logvar + yield from () + + @torch.no_grad() + def log_images( + self, inputs: torch.Tensor, reconstructions: torch.Tensor + ) -> Dict[str, torch.Tensor]: + # calc logits of real/fake + logits_real = self.discriminator(inputs.contiguous().detach()) + if len(logits_real.shape) < 4: + # Non patch-discriminator + return dict() + logits_fake = self.discriminator(reconstructions.contiguous().detach()) + # -> (b, 1, h, w) + + # parameters for colormapping + high = max(logits_fake.abs().max(), logits_real.abs().max()).item() + cmap = colormaps["PiYG"] # diverging colormap + + def to_colormap(logits: torch.Tensor) -> torch.Tensor: + """(b, 1, ...) -> (b, 3, ...)""" + logits = (logits + high) / (2 * high) + logits_np = cmap(logits.cpu().numpy())[..., :3] # truncate alpha channel + # -> (b, 1, ..., 3) + logits = torch.from_numpy(logits_np).to(logits.device) + return rearrange(logits, "b 1 ... c -> b c ...") + + logits_real = torch.nn.functional.interpolate( + logits_real, + size=inputs.shape[-2:], + mode="nearest", + antialias=False, + ) + logits_fake = torch.nn.functional.interpolate( + logits_fake, + size=reconstructions.shape[-2:], + mode="nearest", + antialias=False, + ) + + # alpha value of logits for overlay + alpha_real = torch.abs(logits_real) / high + alpha_fake = torch.abs(logits_fake) / high + # -> (b, 1, h, w) in range [0, 0.5] + # alpha value of lines don't really matter, since the values are the same + # for both images and logits anyway + grid_alpha_real = torchvision.utils.make_grid(alpha_real, nrow=4) + grid_alpha_fake = torchvision.utils.make_grid(alpha_fake, nrow=4) + grid_alpha = 0.8 * torch.cat((grid_alpha_real, grid_alpha_fake), dim=1) + # -> (1, h, w) + # blend logits and images together + + # prepare logits for plotting + logits_real = to_colormap(logits_real) + logits_fake = to_colormap(logits_fake) + # resize logits + # -> (b, 3, h, w) + + # make some grids + # add all logits to one plot + logits_real = torchvision.utils.make_grid(logits_real, nrow=4) + logits_fake = torchvision.utils.make_grid(logits_fake, nrow=4) + # I just love how torchvision calls the number of columns `nrow` + grid_logits = torch.cat((logits_real, logits_fake), dim=1) + # -> (3, h, w) + + grid_images_real = torchvision.utils.make_grid(0.5 * inputs + 0.5, nrow=4) + grid_images_fake = torchvision.utils.make_grid( + 0.5 * reconstructions + 0.5, nrow=4 + ) + grid_images = torch.cat((grid_images_real, grid_images_fake), dim=1) + # -> (3, h, w) in range [0, 1] + + grid_blend = grid_alpha * grid_logits + (1 - grid_alpha) * grid_images + + # Create labeled colorbar + dpi = 100 + height = 128 / dpi + width = grid_logits.shape[2] / dpi + fig, ax = plt.subplots(figsize=(width, height), dpi=dpi) + img = ax.imshow(np.array([[-high, high]]), cmap=cmap) + plt.colorbar( + img, + cax=ax, + orientation="horizontal", + fraction=0.9, + aspect=width / height, + pad=0.0, + ) + img.set_visible(False) + fig.tight_layout() + fig.canvas.draw() + # manually convert figure to numpy + cbar_np = np.frombuffer(fig.canvas.tostring_rgb(), dtype=np.uint8) + cbar_np = cbar_np.reshape(fig.canvas.get_width_height()[::-1] + (3,)) + cbar = torch.from_numpy(cbar_np.copy()).to(grid_logits.dtype) / 255.0 + cbar = rearrange(cbar, "h w c -> c h w").to(grid_logits.device) + + # Add colorbar to plot + annotated_grid = torch.cat((grid_logits, cbar), dim=1) + blended_grid = torch.cat((grid_blend, cbar), dim=1) + return { + "vis_logits": 2 * annotated_grid[None, ...] - 1, + "vis_logits_blended": 2 * blended_grid[None, ...] - 1, + } + + def calculate_adaptive_weight( + self, nll_loss: torch.Tensor, g_loss: torch.Tensor, last_layer: torch.Tensor + ) -> torch.Tensor: + nll_grads = torch.autograd.grad(nll_loss, last_layer, retain_graph=True)[0] + g_grads = torch.autograd.grad(g_loss, last_layer, retain_graph=True)[0] + + d_weight = torch.norm(nll_grads) / (torch.norm(g_grads) + 1e-4) + d_weight = torch.clamp(d_weight, 0.0, 1e4).detach() + d_weight = d_weight * self.discriminator_weight + return d_weight + + def forward( + self, + inputs: torch.Tensor, + reconstructions: torch.Tensor, + *, # added because I changed the order here + regularization_log: Dict[str, torch.Tensor], + optimizer_idx: int, + global_step: int, + last_layer: torch.Tensor, + split: str = "train", + weights: Union[None, float, torch.Tensor] = None, + ) -> Tuple[torch.Tensor, dict]: + if self.scale_input_to_tgt_size: + inputs = torch.nn.functional.interpolate( + inputs, reconstructions.shape[2:], mode="bicubic", antialias=True + ) + + if self.dims > 2: + inputs, reconstructions = map( + lambda x: rearrange(x, "b c t h w -> (b t) c h w"), + (inputs, reconstructions), + ) + + rec_loss = torch.abs(inputs.contiguous() - reconstructions.contiguous()) + if self.perceptual_weight > 0: + p_loss = self.perceptual_loss( + inputs.contiguous(), reconstructions.contiguous() + ) + rec_loss = rec_loss + self.perceptual_weight * p_loss + + nll_loss, weighted_nll_loss = self.get_nll_loss(rec_loss, weights) + + # now the GAN part + if optimizer_idx == 0: + # generator update + if global_step >= self.discriminator_iter_start or not self.training: + logits_fake = self.discriminator(reconstructions.contiguous()) + g_loss = -torch.mean(logits_fake) + if self.training: + d_weight = self.calculate_adaptive_weight( + nll_loss, g_loss, last_layer=last_layer + ) + else: + d_weight = torch.tensor(1.0) + else: + d_weight = torch.tensor(0.0) + g_loss = torch.tensor(0.0, requires_grad=True) + + loss = weighted_nll_loss + d_weight * self.disc_factor * g_loss + log = dict() + for k in regularization_log: + if k in self.regularization_weights: + loss = loss + self.regularization_weights[k] * regularization_log[k] + if k in self.additional_log_keys: + log[f"{split}/{k}"] = regularization_log[k].detach().float().mean() + + log.update( + { + f"{split}/loss/total": loss.clone().detach().mean(), + f"{split}/loss/nll": nll_loss.detach().mean(), + f"{split}/loss/rec": rec_loss.detach().mean(), + f"{split}/loss/g": g_loss.detach().mean(), + f"{split}/scalars/logvar": self.logvar.detach(), + f"{split}/scalars/d_weight": d_weight.detach(), + } + ) + + return loss, log + elif optimizer_idx == 1: + # second pass for discriminator update + logits_real = self.discriminator(inputs.contiguous().detach()) + logits_fake = self.discriminator(reconstructions.contiguous().detach()) + + if global_step >= self.discriminator_iter_start or not self.training: + d_loss = self.disc_factor * self.disc_loss(logits_real, logits_fake) + else: + d_loss = torch.tensor(0.0, requires_grad=True) + + log = { + f"{split}/loss/disc": d_loss.clone().detach().mean(), + f"{split}/logits/real": logits_real.detach().mean(), + f"{split}/logits/fake": logits_fake.detach().mean(), + } + return d_loss, log + else: + raise NotImplementedError(f"Unknown optimizer_idx {optimizer_idx}") + + def get_nll_loss( + self, + rec_loss: torch.Tensor, + weights: Optional[Union[float, torch.Tensor]] = None, + ) -> Tuple[torch.Tensor, torch.Tensor]: + nll_loss = rec_loss / torch.exp(self.logvar) + self.logvar + weighted_nll_loss = nll_loss + if weights is not None: + weighted_nll_loss = weights * nll_loss + weighted_nll_loss = torch.sum(weighted_nll_loss) / weighted_nll_loss.shape[0] + nll_loss = torch.sum(nll_loss) / nll_loss.shape[0] + + return nll_loss, weighted_nll_loss diff --git a/generative_models/sgm/modules/autoencoding/losses/lpips.py b/generative_models/sgm/modules/autoencoding/losses/lpips.py new file mode 100644 index 0000000000000000000000000000000000000000..b329fcc2ee9477f0122aa7d066866cdfe71ce521 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/losses/lpips.py @@ -0,0 +1,73 @@ +import torch +import torch.nn as nn + +from ....util import default, instantiate_from_config +from ..lpips.loss.lpips import LPIPS + + +class LatentLPIPS(nn.Module): + def __init__( + self, + decoder_config, + perceptual_weight=1.0, + latent_weight=1.0, + scale_input_to_tgt_size=False, + scale_tgt_to_input_size=False, + perceptual_weight_on_inputs=0.0, + ): + super().__init__() + self.scale_input_to_tgt_size = scale_input_to_tgt_size + self.scale_tgt_to_input_size = scale_tgt_to_input_size + self.init_decoder(decoder_config) + self.perceptual_loss = LPIPS().eval() + self.perceptual_weight = perceptual_weight + self.latent_weight = latent_weight + self.perceptual_weight_on_inputs = perceptual_weight_on_inputs + + def init_decoder(self, config): + self.decoder = instantiate_from_config(config) + if hasattr(self.decoder, "encoder"): + del self.decoder.encoder + + def forward(self, latent_inputs, latent_predictions, image_inputs, split="train"): + log = dict() + loss = (latent_inputs - latent_predictions) ** 2 + log[f"{split}/latent_l2_loss"] = loss.mean().detach() + image_reconstructions = None + if self.perceptual_weight > 0.0: + image_reconstructions = self.decoder.decode(latent_predictions) + image_targets = self.decoder.decode(latent_inputs) + perceptual_loss = self.perceptual_loss( + image_targets.contiguous(), image_reconstructions.contiguous() + ) + loss = ( + self.latent_weight * loss.mean() + + self.perceptual_weight * perceptual_loss.mean() + ) + log[f"{split}/perceptual_loss"] = perceptual_loss.mean().detach() + + if self.perceptual_weight_on_inputs > 0.0: + image_reconstructions = default( + image_reconstructions, self.decoder.decode(latent_predictions) + ) + if self.scale_input_to_tgt_size: + image_inputs = torch.nn.functional.interpolate( + image_inputs, + image_reconstructions.shape[2:], + mode="bicubic", + antialias=True, + ) + elif self.scale_tgt_to_input_size: + image_reconstructions = torch.nn.functional.interpolate( + image_reconstructions, + image_inputs.shape[2:], + mode="bicubic", + antialias=True, + ) + + perceptual_loss2 = self.perceptual_loss( + image_inputs.contiguous(), image_reconstructions.contiguous() + ) + loss = loss + self.perceptual_weight_on_inputs * perceptual_loss2.mean() + log[f"{split}/perceptual_loss_on_inputs"] = perceptual_loss2.mean().detach() + return loss, log diff --git a/generative_models/sgm/modules/autoencoding/lpips/__init__.py b/generative_models/sgm/modules/autoencoding/lpips/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/modules/autoencoding/lpips/loss/.gitignore b/generative_models/sgm/modules/autoencoding/lpips/loss/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..a92958a1cd4ffe005e1f5448ab3e6fd9c795a43a --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/loss/.gitignore @@ -0,0 +1 @@ +vgg.pth \ No newline at end of file diff --git a/generative_models/sgm/modules/autoencoding/lpips/loss/LICENSE b/generative_models/sgm/modules/autoencoding/lpips/loss/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..924cfc85b8d63ef538f5676f830a2a8497932108 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/loss/LICENSE @@ -0,0 +1,23 @@ +Copyright (c) 2018, Richard Zhang, Phillip Isola, Alexei A. Efros, Eli Shechtman, Oliver Wang +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/generative_models/sgm/modules/autoencoding/lpips/loss/__init__.py b/generative_models/sgm/modules/autoencoding/lpips/loss/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/modules/autoencoding/lpips/loss/lpips.py b/generative_models/sgm/modules/autoencoding/lpips/loss/lpips.py new file mode 100644 index 0000000000000000000000000000000000000000..3e34f3d083674f675a5ca024e9bd27fb77e2b6b5 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/loss/lpips.py @@ -0,0 +1,147 @@ +"""Stripped version of https://github.com/richzhang/PerceptualSimilarity/tree/master/models""" + +from collections import namedtuple + +import torch +import torch.nn as nn +from torchvision import models + +from ..util import get_ckpt_path + + +class LPIPS(nn.Module): + # Learned perceptual metric + def __init__(self, use_dropout=True): + super().__init__() + self.scaling_layer = ScalingLayer() + self.chns = [64, 128, 256, 512, 512] # vg16 features + self.net = vgg16(pretrained=True, requires_grad=False) + self.lin0 = NetLinLayer(self.chns[0], use_dropout=use_dropout) + self.lin1 = NetLinLayer(self.chns[1], use_dropout=use_dropout) + self.lin2 = NetLinLayer(self.chns[2], use_dropout=use_dropout) + self.lin3 = NetLinLayer(self.chns[3], use_dropout=use_dropout) + self.lin4 = NetLinLayer(self.chns[4], use_dropout=use_dropout) + self.load_from_pretrained() + for param in self.parameters(): + param.requires_grad = False + + def load_from_pretrained(self, name="vgg_lpips"): + ckpt = get_ckpt_path(name, "sgm/modules/autoencoding/lpips/loss") + self.load_state_dict( + torch.load(ckpt, map_location=torch.device("cpu")), strict=False + ) + print("loaded pretrained LPIPS loss from {}".format(ckpt)) + + @classmethod + def from_pretrained(cls, name="vgg_lpips"): + if name != "vgg_lpips": + raise NotImplementedError + model = cls() + ckpt = get_ckpt_path(name) + model.load_state_dict( + torch.load(ckpt, map_location=torch.device("cpu")), strict=False + ) + return model + + def forward(self, input, target): + in0_input, in1_input = (self.scaling_layer(input), self.scaling_layer(target)) + outs0, outs1 = self.net(in0_input), self.net(in1_input) + feats0, feats1, diffs = {}, {}, {} + lins = [self.lin0, self.lin1, self.lin2, self.lin3, self.lin4] + for kk in range(len(self.chns)): + feats0[kk], feats1[kk] = normalize_tensor(outs0[kk]), normalize_tensor( + outs1[kk] + ) + diffs[kk] = (feats0[kk] - feats1[kk]) ** 2 + + res = [ + spatial_average(lins[kk].model(diffs[kk]), keepdim=True) + for kk in range(len(self.chns)) + ] + val = res[0] + for l in range(1, len(self.chns)): + val += res[l] + return val + + +class ScalingLayer(nn.Module): + def __init__(self): + super(ScalingLayer, self).__init__() + self.register_buffer( + "shift", torch.Tensor([-0.030, -0.088, -0.188])[None, :, None, None] + ) + self.register_buffer( + "scale", torch.Tensor([0.458, 0.448, 0.450])[None, :, None, None] + ) + + def forward(self, inp): + return (inp - self.shift) / self.scale + + +class NetLinLayer(nn.Module): + """A single linear layer which does a 1x1 conv""" + + def __init__(self, chn_in, chn_out=1, use_dropout=False): + super(NetLinLayer, self).__init__() + layers = ( + [ + nn.Dropout(), + ] + if (use_dropout) + else [] + ) + layers += [ + nn.Conv2d(chn_in, chn_out, 1, stride=1, padding=0, bias=False), + ] + self.model = nn.Sequential(*layers) + + +class vgg16(torch.nn.Module): + def __init__(self, requires_grad=False, pretrained=True): + super(vgg16, self).__init__() + vgg_pretrained_features = models.vgg16(pretrained=pretrained).features + self.slice1 = torch.nn.Sequential() + self.slice2 = torch.nn.Sequential() + self.slice3 = torch.nn.Sequential() + self.slice4 = torch.nn.Sequential() + self.slice5 = torch.nn.Sequential() + self.N_slices = 5 + for x in range(4): + self.slice1.add_module(str(x), vgg_pretrained_features[x]) + for x in range(4, 9): + self.slice2.add_module(str(x), vgg_pretrained_features[x]) + for x in range(9, 16): + self.slice3.add_module(str(x), vgg_pretrained_features[x]) + for x in range(16, 23): + self.slice4.add_module(str(x), vgg_pretrained_features[x]) + for x in range(23, 30): + self.slice5.add_module(str(x), vgg_pretrained_features[x]) + if not requires_grad: + for param in self.parameters(): + param.requires_grad = False + + def forward(self, X): + h = self.slice1(X) + h_relu1_2 = h + h = self.slice2(h) + h_relu2_2 = h + h = self.slice3(h) + h_relu3_3 = h + h = self.slice4(h) + h_relu4_3 = h + h = self.slice5(h) + h_relu5_3 = h + vgg_outputs = namedtuple( + "VggOutputs", ["relu1_2", "relu2_2", "relu3_3", "relu4_3", "relu5_3"] + ) + out = vgg_outputs(h_relu1_2, h_relu2_2, h_relu3_3, h_relu4_3, h_relu5_3) + return out + + +def normalize_tensor(x, eps=1e-10): + norm_factor = torch.sqrt(torch.sum(x**2, dim=1, keepdim=True)) + return x / (norm_factor + eps) + + +def spatial_average(x, keepdim=True): + return x.mean([2, 3], keepdim=keepdim) diff --git a/generative_models/sgm/modules/autoencoding/lpips/model/LICENSE b/generative_models/sgm/modules/autoencoding/lpips/model/LICENSE new file mode 100644 index 0000000000000000000000000000000000000000..4b356e66b5aa689b339f1a80a9f1b5ba378003bb --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/model/LICENSE @@ -0,0 +1,58 @@ +Copyright (c) 2017, Jun-Yan Zhu and Taesung Park +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +--------------------------- LICENSE FOR pix2pix -------------------------------- +BSD License + +For pix2pix software +Copyright (c) 2016, Phillip Isola and Jun-Yan Zhu +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, + this list of conditions and the following disclaimer in the documentation + and/or other materials provided with the distribution. + +----------------------------- LICENSE FOR DCGAN -------------------------------- +BSD License + +For dcgan.torch software + +Copyright (c) 2015, Facebook, Inc. All rights reserved. + +Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: + +Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. + +Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. + +Neither the name Facebook nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. \ No newline at end of file diff --git a/generative_models/sgm/modules/autoencoding/lpips/model/__init__.py b/generative_models/sgm/modules/autoencoding/lpips/model/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/generative_models/sgm/modules/autoencoding/lpips/model/model.py b/generative_models/sgm/modules/autoencoding/lpips/model/model.py new file mode 100644 index 0000000000000000000000000000000000000000..66357d4e627f9a69a5abbbad15546c96fcd758fe --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/model/model.py @@ -0,0 +1,88 @@ +import functools + +import torch.nn as nn + +from ..util import ActNorm + + +def weights_init(m): + classname = m.__class__.__name__ + if classname.find("Conv") != -1: + nn.init.normal_(m.weight.data, 0.0, 0.02) + elif classname.find("BatchNorm") != -1: + nn.init.normal_(m.weight.data, 1.0, 0.02) + nn.init.constant_(m.bias.data, 0) + + +class NLayerDiscriminator(nn.Module): + """Defines a PatchGAN discriminator as in Pix2Pix + --> see https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/models/networks.py + """ + + def __init__(self, input_nc=3, ndf=64, n_layers=3, use_actnorm=False): + """Construct a PatchGAN discriminator + Parameters: + input_nc (int) -- the number of channels in input images + ndf (int) -- the number of filters in the last conv layer + n_layers (int) -- the number of conv layers in the discriminator + norm_layer -- normalization layer + """ + super(NLayerDiscriminator, self).__init__() + if not use_actnorm: + norm_layer = nn.BatchNorm2d + else: + norm_layer = ActNorm + if ( + type(norm_layer) == functools.partial + ): # no need to use bias as BatchNorm2d has affine parameters + use_bias = norm_layer.func != nn.BatchNorm2d + else: + use_bias = norm_layer != nn.BatchNorm2d + + kw = 4 + padw = 1 + sequence = [ + nn.Conv2d(input_nc, ndf, kernel_size=kw, stride=2, padding=padw), + nn.LeakyReLU(0.2, True), + ] + nf_mult = 1 + nf_mult_prev = 1 + for n in range(1, n_layers): # gradually increase the number of filters + nf_mult_prev = nf_mult + nf_mult = min(2**n, 8) + sequence += [ + nn.Conv2d( + ndf * nf_mult_prev, + ndf * nf_mult, + kernel_size=kw, + stride=2, + padding=padw, + bias=use_bias, + ), + norm_layer(ndf * nf_mult), + nn.LeakyReLU(0.2, True), + ] + + nf_mult_prev = nf_mult + nf_mult = min(2**n_layers, 8) + sequence += [ + nn.Conv2d( + ndf * nf_mult_prev, + ndf * nf_mult, + kernel_size=kw, + stride=1, + padding=padw, + bias=use_bias, + ), + norm_layer(ndf * nf_mult), + nn.LeakyReLU(0.2, True), + ] + + sequence += [ + nn.Conv2d(ndf * nf_mult, 1, kernel_size=kw, stride=1, padding=padw) + ] # output 1 channel prediction map + self.main = nn.Sequential(*sequence) + + def forward(self, input): + """Standard forward.""" + return self.main(input) diff --git a/generative_models/sgm/modules/autoencoding/lpips/util.py b/generative_models/sgm/modules/autoencoding/lpips/util.py new file mode 100644 index 0000000000000000000000000000000000000000..49c76e370bf16888ab61f42844b3c9f14ad9014c --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/util.py @@ -0,0 +1,128 @@ +import hashlib +import os + +import requests +import torch +import torch.nn as nn +from tqdm import tqdm + +URL_MAP = {"vgg_lpips": "https://heibox.uni-heidelberg.de/f/607503859c864bc1b30b/?dl=1"} + +CKPT_MAP = {"vgg_lpips": "vgg.pth"} + +MD5_MAP = {"vgg_lpips": "d507d7349b931f0638a25a48a722f98a"} + + +def download(url, local_path, chunk_size=1024): + os.makedirs(os.path.split(local_path)[0], exist_ok=True) + with requests.get(url, stream=True) as r: + total_size = int(r.headers.get("content-length", 0)) + with tqdm(total=total_size, unit="B", unit_scale=True) as pbar: + with open(local_path, "wb") as f: + for data in r.iter_content(chunk_size=chunk_size): + if data: + f.write(data) + pbar.update(chunk_size) + + +def md5_hash(path): + with open(path, "rb") as f: + content = f.read() + return hashlib.md5(content).hexdigest() + + +def get_ckpt_path(name, root, check=False): + assert name in URL_MAP + path = os.path.join(root, CKPT_MAP[name]) + if not os.path.exists(path) or (check and not md5_hash(path) == MD5_MAP[name]): + print("Downloading {} model from {} to {}".format(name, URL_MAP[name], path)) + download(URL_MAP[name], path) + md5 = md5_hash(path) + assert md5 == MD5_MAP[name], md5 + return path + + +class ActNorm(nn.Module): + def __init__( + self, num_features, logdet=False, affine=True, allow_reverse_init=False + ): + assert affine + super().__init__() + self.logdet = logdet + self.loc = nn.Parameter(torch.zeros(1, num_features, 1, 1)) + self.scale = nn.Parameter(torch.ones(1, num_features, 1, 1)) + self.allow_reverse_init = allow_reverse_init + + self.register_buffer("initialized", torch.tensor(0, dtype=torch.uint8)) + + def initialize(self, input): + with torch.no_grad(): + flatten = input.permute(1, 0, 2, 3).contiguous().view(input.shape[1], -1) + mean = ( + flatten.mean(1) + .unsqueeze(1) + .unsqueeze(2) + .unsqueeze(3) + .permute(1, 0, 2, 3) + ) + std = ( + flatten.std(1) + .unsqueeze(1) + .unsqueeze(2) + .unsqueeze(3) + .permute(1, 0, 2, 3) + ) + + self.loc.data.copy_(-mean) + self.scale.data.copy_(1 / (std + 1e-6)) + + def forward(self, input, reverse=False): + if reverse: + return self.reverse(input) + if len(input.shape) == 2: + input = input[:, :, None, None] + squeeze = True + else: + squeeze = False + + _, _, height, width = input.shape + + if self.training and self.initialized.item() == 0: + self.initialize(input) + self.initialized.fill_(1) + + h = self.scale * (input + self.loc) + + if squeeze: + h = h.squeeze(-1).squeeze(-1) + + if self.logdet: + log_abs = torch.log(torch.abs(self.scale)) + logdet = height * width * torch.sum(log_abs) + logdet = logdet * torch.ones(input.shape[0]).to(input) + return h, logdet + + return h + + def reverse(self, output): + if self.training and self.initialized.item() == 0: + if not self.allow_reverse_init: + raise RuntimeError( + "Initializing ActNorm in reverse direction is " + "disabled by default. Use allow_reverse_init=True to enable." + ) + else: + self.initialize(output) + self.initialized.fill_(1) + + if len(output.shape) == 2: + output = output[:, :, None, None] + squeeze = True + else: + squeeze = False + + h = output / self.scale - self.loc + + if squeeze: + h = h.squeeze(-1).squeeze(-1) + return h diff --git a/generative_models/sgm/modules/autoencoding/lpips/vqperceptual.py b/generative_models/sgm/modules/autoencoding/lpips/vqperceptual.py new file mode 100644 index 0000000000000000000000000000000000000000..6195f0a6ed7ee6fd32c1bccea071e6075e95ee43 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/lpips/vqperceptual.py @@ -0,0 +1,17 @@ +import torch +import torch.nn.functional as F + + +def hinge_d_loss(logits_real, logits_fake): + loss_real = torch.mean(F.relu(1.0 - logits_real)) + loss_fake = torch.mean(F.relu(1.0 + logits_fake)) + d_loss = 0.5 * (loss_real + loss_fake) + return d_loss + + +def vanilla_d_loss(logits_real, logits_fake): + d_loss = 0.5 * ( + torch.mean(torch.nn.functional.softplus(-logits_real)) + + torch.mean(torch.nn.functional.softplus(logits_fake)) + ) + return d_loss diff --git a/generative_models/sgm/modules/autoencoding/regularizers/__init__.py b/generative_models/sgm/modules/autoencoding/regularizers/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..ff2b1815a5ba88892375e8ec9bedacea49024113 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/regularizers/__init__.py @@ -0,0 +1,31 @@ +from abc import abstractmethod +from typing import Any, Tuple + +import torch +import torch.nn as nn +import torch.nn.functional as F + +from ....modules.distributions.distributions import \ + DiagonalGaussianDistribution +from .base import AbstractRegularizer + + +class DiagonalGaussianRegularizer(AbstractRegularizer): + def __init__(self, sample: bool = True): + super().__init__() + self.sample = sample + + def get_trainable_parameters(self) -> Any: + yield from () + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + log = dict() + posterior = DiagonalGaussianDistribution(z) + if self.sample: + z = posterior.sample() + else: + z = posterior.mode() + kl_loss = posterior.kl() + kl_loss = torch.sum(kl_loss) / kl_loss.shape[0] + log["kl_loss"] = kl_loss + return z, log diff --git a/generative_models/sgm/modules/autoencoding/regularizers/base.py b/generative_models/sgm/modules/autoencoding/regularizers/base.py new file mode 100644 index 0000000000000000000000000000000000000000..fca681bb3c1f4818b57e956e31b98f76077ccb67 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/regularizers/base.py @@ -0,0 +1,40 @@ +from abc import abstractmethod +from typing import Any, Tuple + +import torch +import torch.nn.functional as F +from torch import nn + + +class AbstractRegularizer(nn.Module): + def __init__(self): + super().__init__() + + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + raise NotImplementedError() + + @abstractmethod + def get_trainable_parameters(self) -> Any: + raise NotImplementedError() + + +class IdentityRegularizer(AbstractRegularizer): + def forward(self, z: torch.Tensor) -> Tuple[torch.Tensor, dict]: + return z, dict() + + def get_trainable_parameters(self) -> Any: + yield from () + + +def measure_perplexity( + predicted_indices: torch.Tensor, num_centroids: int +) -> Tuple[torch.Tensor, torch.Tensor]: + # src: https://github.com/karpathy/deep-vector-quantization/blob/main/model.py + # eval cluster perplexity. when perplexity == num_embeddings then all clusters are used exactly equally + encodings = ( + F.one_hot(predicted_indices, num_centroids).float().reshape(-1, num_centroids) + ) + avg_probs = encodings.mean(0) + perplexity = (-(avg_probs * torch.log(avg_probs + 1e-10)).sum()).exp() + cluster_use = torch.sum(avg_probs > 0) + return perplexity, cluster_use diff --git a/generative_models/sgm/modules/autoencoding/temporal_ae.py b/generative_models/sgm/modules/autoencoding/temporal_ae.py new file mode 100644 index 0000000000000000000000000000000000000000..24b36cdceec43fd4e889471c216a2d53d170cf32 --- /dev/null +++ b/generative_models/sgm/modules/autoencoding/temporal_ae.py @@ -0,0 +1,349 @@ +from typing import Callable, Iterable, Union + +import torch +from einops import rearrange, repeat + +from generative_models.sgm.modules.diffusionmodules.model import ( + XFORMERS_IS_AVAILABLE, + AttnBlock, + Decoder, + MemoryEfficientAttnBlock, + ResnetBlock, +) +from generative_models.sgm.modules.diffusionmodules.openaimodel import ResBlock, timestep_embedding +from generative_models.sgm.modules.video_attention import VideoTransformerBlock +from generative_models.sgm.util import partialclass + + +class VideoResBlock(ResnetBlock): + def __init__( + self, + out_channels, + *args, + dropout=0.0, + video_kernel_size=3, + alpha=0.0, + merge_strategy="learned", + **kwargs, + ): + super().__init__(out_channels=out_channels, dropout=dropout, *args, **kwargs) + if video_kernel_size is None: + video_kernel_size = [3, 1, 1] + self.time_stack = ResBlock( + channels=out_channels, + emb_channels=0, + dropout=dropout, + dims=3, + use_scale_shift_norm=False, + use_conv=False, + up=False, + down=False, + kernel_size=video_kernel_size, + use_checkpoint=False, + skip_t_emb=True, + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def get_alpha(self, bs): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError() + + def forward(self, x, temb, skip_video=False, timesteps=None): + if timesteps is None: + timesteps = self.timesteps + + b, c, h, w = x.shape + + x = super().forward(x, temb) + + if not skip_video: + x_mix = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + + x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + + x = self.time_stack(x, temb) + + alpha = self.get_alpha(bs=b // timesteps) + x = alpha * x + (1.0 - alpha) * x_mix + + x = rearrange(x, "b c t h w -> (b t) c h w") + return x + + +class AE3DConv(torch.nn.Conv2d): + def __init__(self, in_channels, out_channels, video_kernel_size=3, *args, **kwargs): + super().__init__(in_channels, out_channels, *args, **kwargs) + if isinstance(video_kernel_size, Iterable): + padding = [int(k // 2) for k in video_kernel_size] + else: + padding = int(video_kernel_size // 2) + + self.time_mix_conv = torch.nn.Conv3d( + in_channels=out_channels, + out_channels=out_channels, + kernel_size=video_kernel_size, + padding=padding, + ) + + def forward(self, input, timesteps, skip_video=False): + x = super().forward(input) + if skip_video: + return x + x = rearrange(x, "(b t) c h w -> b c t h w", t=timesteps) + x = self.time_mix_conv(x) + return rearrange(x, "b c t h w -> (b t) c h w") + + +class VideoBlock(AttnBlock): + def __init__( + self, in_channels: int, alpha: float = 0, merge_strategy: str = "learned" + ): + super().__init__(in_channels) + # no context, single headed, as in base class + self.time_mix_block = VideoTransformerBlock( + dim=in_channels, + n_heads=1, + d_head=in_channels, + checkpoint=False, + ff_in=True, + attn_mode="softmax", + ) + + time_embed_dim = self.in_channels * 4 + self.video_time_embed = torch.nn.Sequential( + torch.nn.Linear(self.in_channels, time_embed_dim), + torch.nn.SiLU(), + torch.nn.Linear(time_embed_dim, self.in_channels), + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def forward(self, x, timesteps, skip_video=False): + if skip_video: + return super().forward(x) + + x_in = x + x = self.attention(x) + h, w = x.shape[2:] + x = rearrange(x, "b c h w -> b (h w) c") + + x_mix = x + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False) + emb = self.video_time_embed(t_emb) # b, n_channels + emb = emb[:, None, :] + x_mix = x_mix + emb + + alpha = self.get_alpha() + x_mix = self.time_mix_block(x_mix, timesteps=timesteps) + x = alpha * x + (1.0 - alpha) * x_mix # alpha merge + + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + x = self.proj_out(x) + + return x_in + x + + def get_alpha( + self, + ): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError(f"unknown merge strategy {self.merge_strategy}") + + +class MemoryEfficientVideoBlock(MemoryEfficientAttnBlock): + def __init__( + self, in_channels: int, alpha: float = 0, merge_strategy: str = "learned" + ): + super().__init__(in_channels) + # no context, single headed, as in base class + self.time_mix_block = VideoTransformerBlock( + dim=in_channels, + n_heads=1, + d_head=in_channels, + checkpoint=False, + ff_in=True, + attn_mode="softmax-xformers", + ) + + time_embed_dim = self.in_channels * 4 + self.video_time_embed = torch.nn.Sequential( + torch.nn.Linear(self.in_channels, time_embed_dim), + torch.nn.SiLU(), + torch.nn.Linear(time_embed_dim, self.in_channels), + ) + + self.merge_strategy = merge_strategy + if self.merge_strategy == "fixed": + self.register_buffer("mix_factor", torch.Tensor([alpha])) + elif self.merge_strategy == "learned": + self.register_parameter( + "mix_factor", torch.nn.Parameter(torch.Tensor([alpha])) + ) + else: + raise ValueError(f"unknown merge strategy {self.merge_strategy}") + + def forward(self, x, timesteps, skip_time_block=False): + if skip_time_block: + return super().forward(x) + + x_in = x + x = self.attention(x) + h, w = x.shape[2:] + x = rearrange(x, "b c h w -> b (h w) c") + + x_mix = x + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding(num_frames, self.in_channels, repeat_only=False) + emb = self.video_time_embed(t_emb) # b, n_channels + emb = emb[:, None, :] + x_mix = x_mix + emb + + alpha = self.get_alpha() + x_mix = self.time_mix_block(x_mix, timesteps=timesteps) + x = alpha * x + (1.0 - alpha) * x_mix # alpha merge + + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + x = self.proj_out(x) + + return x_in + x + + def get_alpha( + self, + ): + if self.merge_strategy == "fixed": + return self.mix_factor + elif self.merge_strategy == "learned": + return torch.sigmoid(self.mix_factor) + else: + raise NotImplementedError(f"unknown merge strategy {self.merge_strategy}") + + +def make_time_attn( + in_channels, + attn_type="vanilla", + attn_kwargs=None, + alpha: float = 0, + merge_strategy: str = "learned", +): + assert attn_type in [ + "vanilla", + "vanilla-xformers", + ], f"attn_type {attn_type} not supported for spatio-temporal attention" + print( + f"making spatial and temporal attention of type '{attn_type}' with {in_channels} in_channels" + ) + if not XFORMERS_IS_AVAILABLE and attn_type == "vanilla-xformers": + print( + f"Attention mode '{attn_type}' is not available. Falling back to vanilla attention. " + f"This is not a problem in Pytorch >= 2.0. FYI, you are running with PyTorch version {torch.__version__}" + ) + attn_type = "vanilla" + + if attn_type == "vanilla": + assert attn_kwargs is None + return partialclass( + VideoBlock, in_channels, alpha=alpha, merge_strategy=merge_strategy + ) + elif attn_type == "vanilla-xformers": + print(f"building MemoryEfficientAttnBlock with {in_channels} in_channels...") + return partialclass( + MemoryEfficientVideoBlock, + in_channels, + alpha=alpha, + merge_strategy=merge_strategy, + ) + else: + return NotImplementedError() + + +class Conv2DWrapper(torch.nn.Conv2d): + def forward(self, input: torch.Tensor, **kwargs) -> torch.Tensor: + return super().forward(input) + + +class VideoDecoder(Decoder): + available_time_modes = ["all", "conv-only", "attn-only"] + + def __init__( + self, + *args, + video_kernel_size: Union[int, list] = 3, + alpha: float = 0.0, + merge_strategy: str = "learned", + time_mode: str = "conv-only", + **kwargs, + ): + self.video_kernel_size = video_kernel_size + self.alpha = alpha + self.merge_strategy = merge_strategy + self.time_mode = time_mode + assert ( + self.time_mode in self.available_time_modes + ), f"time_mode parameter has to be in {self.available_time_modes}" + super().__init__(*args, **kwargs) + + def get_last_layer(self, skip_time_mix=False, **kwargs): + if self.time_mode == "attn-only": + raise NotImplementedError("TODO") + else: + return ( + self.conv_out.time_mix_conv.weight + if not skip_time_mix + else self.conv_out.weight + ) + + def _make_attn(self) -> Callable: + if self.time_mode not in ["conv-only", "only-last-conv"]: + return partialclass( + make_time_attn, + alpha=self.alpha, + merge_strategy=self.merge_strategy, + ) + else: + return super()._make_attn() + + def _make_conv(self) -> Callable: + if self.time_mode != "attn-only": + return partialclass(AE3DConv, video_kernel_size=self.video_kernel_size) + else: + return Conv2DWrapper + + def _make_resblock(self) -> Callable: + if self.time_mode not in ["attn-only", "only-last-conv"]: + return partialclass( + VideoResBlock, + video_kernel_size=self.video_kernel_size, + alpha=self.alpha, + merge_strategy=self.merge_strategy, + ) + else: + return super()._make_resblock() \ No newline at end of file diff --git a/generative_models/sgm/modules/ema.py b/generative_models/sgm/modules/ema.py new file mode 100644 index 0000000000000000000000000000000000000000..97b5ae2b230f89b4dba57e44c4f851478ad86f68 --- /dev/null +++ b/generative_models/sgm/modules/ema.py @@ -0,0 +1,86 @@ +import torch +from torch import nn + + +class LitEma(nn.Module): + def __init__(self, model, decay=0.9999, use_num_upates=True): + super().__init__() + if decay < 0.0 or decay > 1.0: + raise ValueError("Decay must be between 0 and 1") + + self.m_name2s_name = {} + self.register_buffer("decay", torch.tensor(decay, dtype=torch.float32)) + self.register_buffer( + "num_updates", + torch.tensor(0, dtype=torch.int) + if use_num_upates + else torch.tensor(-1, dtype=torch.int), + ) + + for name, p in model.named_parameters(): + if p.requires_grad: + # remove as '.'-character is not allowed in buffers + s_name = name.replace(".", "") + self.m_name2s_name.update({name: s_name}) + self.register_buffer(s_name, p.clone().detach().data) + + self.collected_params = [] + + def reset_num_updates(self): + del self.num_updates + self.register_buffer("num_updates", torch.tensor(0, dtype=torch.int)) + + def forward(self, model): + decay = self.decay + + if self.num_updates >= 0: + self.num_updates += 1 + decay = min(self.decay, (1 + self.num_updates) / (10 + self.num_updates)) + + one_minus_decay = 1.0 - decay + + with torch.no_grad(): + m_param = dict(model.named_parameters()) + shadow_params = dict(self.named_buffers()) + + for key in m_param: + if m_param[key].requires_grad: + sname = self.m_name2s_name[key] + shadow_params[sname] = shadow_params[sname].type_as(m_param[key]) + shadow_params[sname].sub_( + one_minus_decay * (shadow_params[sname] - m_param[key]) + ) + else: + assert not key in self.m_name2s_name + + def copy_to(self, model): + m_param = dict(model.named_parameters()) + shadow_params = dict(self.named_buffers()) + for key in m_param: + if m_param[key].requires_grad: + m_param[key].data.copy_(shadow_params[self.m_name2s_name[key]].data) + else: + assert not key in self.m_name2s_name + + def store(self, parameters): + """ + Save the current parameters for restoring later. + Args: + parameters: Iterable of `torch.nn.Parameter`; the parameters to be + temporarily stored. + """ + self.collected_params = [param.clone() for param in parameters] + + def restore(self, parameters): + """ + Restore the parameters stored with the `store` method. + Useful to validate the model with EMA parameters without affecting the + original optimization process. Store the parameters before the + `copy_to` method. After validation (or model saving), use this to + restore the former parameters. + Args: + parameters: Iterable of `torch.nn.Parameter`; the parameters to be + updated with the stored parameters. + """ + for c_param, param in zip(self.collected_params, parameters): + param.data.copy_(c_param.data) diff --git a/generative_models/sgm/modules/video_attention.py b/generative_models/sgm/modules/video_attention.py new file mode 100644 index 0000000000000000000000000000000000000000..783395aa554144936766b57380f35dab29c093c3 --- /dev/null +++ b/generative_models/sgm/modules/video_attention.py @@ -0,0 +1,301 @@ +import torch + +from ..modules.attention import * +from ..modules.diffusionmodules.util import AlphaBlender, linear, timestep_embedding + + +class TimeMixSequential(nn.Sequential): + def forward(self, x, context=None, timesteps=None): + for layer in self: + x = layer(x, context, timesteps) + + return x + + +class VideoTransformerBlock(nn.Module): + ATTENTION_MODES = { + "softmax": CrossAttention, + "softmax-xformers": MemoryEfficientCrossAttention, + } + + def __init__( + self, + dim, + n_heads, + d_head, + dropout=0.0, + context_dim=None, + gated_ff=True, + checkpoint=True, + timesteps=None, + ff_in=False, + inner_dim=None, + attn_mode="softmax", + disable_self_attn=False, + disable_temporal_crossattention=False, + switch_temporal_ca_to_sa=False, + ): + super().__init__() + + attn_cls = self.ATTENTION_MODES[attn_mode] + + self.ff_in = ff_in or inner_dim is not None + if inner_dim is None: + inner_dim = dim + + assert int(n_heads * d_head) == inner_dim + + self.is_res = inner_dim == dim + + if self.ff_in: + self.norm_in = nn.LayerNorm(dim) + self.ff_in = FeedForward( + dim, dim_out=inner_dim, dropout=dropout, glu=gated_ff + ) + + self.timesteps = timesteps + self.disable_self_attn = disable_self_attn + if self.disable_self_attn: + self.attn1 = attn_cls( + query_dim=inner_dim, + heads=n_heads, + dim_head=d_head, + context_dim=context_dim, + dropout=dropout, + ) # is a cross-attention + else: + self.attn1 = attn_cls( + query_dim=inner_dim, heads=n_heads, dim_head=d_head, dropout=dropout + ) # is a self-attention + + self.ff = FeedForward(inner_dim, dim_out=dim, dropout=dropout, glu=gated_ff) + + if disable_temporal_crossattention: + if switch_temporal_ca_to_sa: + raise ValueError + else: + self.attn2 = None + else: + self.norm2 = nn.LayerNorm(inner_dim) + if switch_temporal_ca_to_sa: + self.attn2 = attn_cls( + query_dim=inner_dim, heads=n_heads, dim_head=d_head, dropout=dropout + ) # is a self-attention + else: + self.attn2 = attn_cls( + query_dim=inner_dim, + context_dim=context_dim, + heads=n_heads, + dim_head=d_head, + dropout=dropout, + ) # is self-attn if context is none + + self.norm1 = nn.LayerNorm(inner_dim) + self.norm3 = nn.LayerNorm(inner_dim) + self.switch_temporal_ca_to_sa = switch_temporal_ca_to_sa + + self.checkpoint = checkpoint + if self.checkpoint: + print(f"{self.__class__.__name__} is using checkpointing") + + def forward( + self, x: torch.Tensor, context: torch.Tensor = None, timesteps: int = None + ) -> torch.Tensor: + if self.checkpoint: + return checkpoint(self._forward, x, context, timesteps) + else: + return self._forward(x, context, timesteps=timesteps) + + def _forward(self, x, context=None, timesteps=None): + assert self.timesteps or timesteps + assert not (self.timesteps and timesteps) or self.timesteps == timesteps + timesteps = self.timesteps or timesteps + B, S, C = x.shape + x = rearrange(x, "(b t) s c -> (b s) t c", t=timesteps) + + if self.ff_in: + x_skip = x + x = self.ff_in(self.norm_in(x)) + if self.is_res: + x += x_skip + + if self.disable_self_attn: + x = self.attn1(self.norm1(x), context=context) + x + else: + x = self.attn1(self.norm1(x)) + x + + if self.attn2 is not None: + if self.switch_temporal_ca_to_sa: + x = self.attn2(self.norm2(x)) + x + else: + x = self.attn2(self.norm2(x), context=context) + x + x_skip = x + x = self.ff(self.norm3(x)) + if self.is_res: + x += x_skip + + x = rearrange( + x, "(b s) t c -> (b t) s c", s=S, b=B // timesteps, c=C, t=timesteps + ) + return x + + def get_last_layer(self): + return self.ff.net[-1].weight + + +class SpatialVideoTransformer(SpatialTransformer): + def __init__( + self, + in_channels, + n_heads, + d_head, + depth=1, + dropout=0.0, + use_linear=False, + context_dim=None, + use_spatial_context=False, + timesteps=None, + merge_strategy: str = "fixed", + merge_factor: float = 0.5, + time_context_dim=None, + ff_in=False, + checkpoint=False, + time_depth=1, + attn_mode="softmax", + disable_self_attn=False, + disable_temporal_crossattention=False, + max_time_embed_period: int = 10000, + ): + super().__init__( + in_channels, + n_heads, + d_head, + depth=depth, + dropout=dropout, + attn_type=attn_mode, + use_checkpoint=checkpoint, + context_dim=context_dim, + use_linear=use_linear, + disable_self_attn=disable_self_attn, + ) + self.time_depth = time_depth + self.depth = depth + self.max_time_embed_period = max_time_embed_period + + time_mix_d_head = d_head + n_time_mix_heads = n_heads + + time_mix_inner_dim = int(time_mix_d_head * n_time_mix_heads) + + inner_dim = n_heads * d_head + if use_spatial_context: + time_context_dim = context_dim + + self.time_stack = nn.ModuleList( + [ + VideoTransformerBlock( + inner_dim, + n_time_mix_heads, + time_mix_d_head, + dropout=dropout, + context_dim=time_context_dim, + timesteps=timesteps, + checkpoint=checkpoint, + ff_in=ff_in, + inner_dim=time_mix_inner_dim, + attn_mode=attn_mode, + disable_self_attn=disable_self_attn, + disable_temporal_crossattention=disable_temporal_crossattention, + ) + for _ in range(self.depth) + ] + ) + + assert len(self.time_stack) == len(self.transformer_blocks) + + self.use_spatial_context = use_spatial_context + self.in_channels = in_channels + + time_embed_dim = self.in_channels * 4 + self.time_pos_embed = nn.Sequential( + linear(self.in_channels, time_embed_dim), + nn.SiLU(), + linear(time_embed_dim, self.in_channels), + ) + + self.time_mixer = AlphaBlender( + alpha=merge_factor, merge_strategy=merge_strategy + ) + + def forward( + self, + x: torch.Tensor, + context: Optional[torch.Tensor] = None, + time_context: Optional[torch.Tensor] = None, + timesteps: Optional[int] = None, + image_only_indicator: Optional[torch.Tensor] = None, + ) -> torch.Tensor: + _, _, h, w = x.shape + x_in = x + spatial_context = None + if exists(context): + spatial_context = context + + if self.use_spatial_context: + assert ( + context.ndim == 3 + ), f"n dims of spatial context should be 3 but are {context.ndim}" + + time_context = context + time_context_first_timestep = time_context[::timesteps] + time_context = repeat( + time_context_first_timestep, "b ... -> (b n) ...", n=h * w + ) + elif time_context is not None and not self.use_spatial_context: + time_context = repeat(time_context, "b ... -> (b n) ...", n=h * w) + if time_context.ndim == 2: + time_context = rearrange(time_context, "b c -> b 1 c") + + x = self.norm(x) + if not self.use_linear: + x = self.proj_in(x) + x = rearrange(x, "b c h w -> b (h w) c") + if self.use_linear: + x = self.proj_in(x) + + num_frames = torch.arange(timesteps, device=x.device) + num_frames = repeat(num_frames, "t -> b t", b=x.shape[0] // timesteps) + num_frames = rearrange(num_frames, "b t -> (b t)") + t_emb = timestep_embedding( + num_frames, + self.in_channels, + repeat_only=False, + max_period=self.max_time_embed_period, + ) + emb = self.time_pos_embed(t_emb) + emb = emb[:, None, :] + + for it_, (block, mix_block) in enumerate( + zip(self.transformer_blocks, self.time_stack) + ): + x = block( + x, + context=spatial_context, + ) + + x_mix = x + x_mix = x_mix + emb + + x_mix = mix_block(x_mix, context=time_context, timesteps=timesteps) + x = self.time_mixer( + x_spatial=x, + x_temporal=x_mix, + image_only_indicator=image_only_indicator, + ) + if self.use_linear: + x = self.proj_out(x) + x = rearrange(x, "b (h w) c -> b c h w", h=h, w=w) + if not self.use_linear: + x = self.proj_out(x) + out = x + x_in + return out diff --git a/generative_models/sgm/util.py b/generative_models/sgm/util.py new file mode 100644 index 0000000000000000000000000000000000000000..8e596745bf509a909428e832b0d1a1ce2a0c46fe --- /dev/null +++ b/generative_models/sgm/util.py @@ -0,0 +1,275 @@ +import functools +import importlib +import os +from functools import partial +from inspect import isfunction + +import fsspec +import numpy as np +import torch +from PIL import Image, ImageDraw, ImageFont +from safetensors.torch import load_file as load_safetensors + + +def disabled_train(self, mode=True): + """Overwrite model.train with this function to make sure train/eval mode + does not change anymore.""" + return self + + +def get_string_from_tuple(s): + try: + # Check if the string starts and ends with parentheses + if s[0] == "(" and s[-1] == ")": + # Convert the string to a tuple + t = eval(s) + # Check if the type of t is tuple + if type(t) == tuple: + return t[0] + else: + pass + except: + pass + return s + + +def is_power_of_two(n): + """ + chat.openai.com/chat + Return True if n is a power of 2, otherwise return False. + + The function is_power_of_two takes an integer n as input and returns True if n is a power of 2, otherwise it returns False. + The function works by first checking if n is less than or equal to 0. If n is less than or equal to 0, it can't be a power of 2, so the function returns False. + If n is greater than 0, the function checks whether n is a power of 2 by using a bitwise AND operation between n and n-1. If n is a power of 2, then it will have only one bit set to 1 in its binary representation. When we subtract 1 from a power of 2, all the bits to the right of that bit become 1, and the bit itself becomes 0. So, when we perform a bitwise AND between n and n-1, we get 0 if n is a power of 2, and a non-zero value otherwise. + Thus, if the result of the bitwise AND operation is 0, then n is a power of 2 and the function returns True. Otherwise, the function returns False. + + """ + if n <= 0: + return False + return (n & (n - 1)) == 0 + + +def autocast(f, enabled=True): + def do_autocast(*args, **kwargs): + with torch.cuda.amp.autocast( + enabled=enabled, + dtype=torch.get_autocast_gpu_dtype(), + cache_enabled=torch.is_autocast_cache_enabled(), + ): + return f(*args, **kwargs) + + return do_autocast + + +def load_partial_from_config(config): + return partial(get_obj_from_str(config["target"]), **config.get("params", dict())) + + +def log_txt_as_img(wh, xc, size=10): + # wh a tuple of (width, height) + # xc a list of captions to plot + b = len(xc) + txts = list() + for bi in range(b): + txt = Image.new("RGB", wh, color="white") + draw = ImageDraw.Draw(txt) + font = ImageFont.truetype("data/DejaVuSans.ttf", size=size) + nc = int(40 * (wh[0] / 256)) + if isinstance(xc[bi], list): + text_seq = xc[bi][0] + else: + text_seq = xc[bi] + lines = "\n".join( + text_seq[start : start + nc] for start in range(0, len(text_seq), nc) + ) + + try: + draw.text((0, 0), lines, fill="black", font=font) + except UnicodeEncodeError: + print("Cant encode string for logging. Skipping.") + + txt = np.array(txt).transpose(2, 0, 1) / 127.5 - 1.0 + txts.append(txt) + txts = np.stack(txts) + txts = torch.tensor(txts) + return txts + + +def partialclass(cls, *args, **kwargs): + class NewCls(cls): + __init__ = functools.partialmethod(cls.__init__, *args, **kwargs) + + return NewCls + + +def make_path_absolute(path): + fs, p = fsspec.core.url_to_fs(path) + if fs.protocol == "file": + return os.path.abspath(p) + return path + + +def ismap(x): + if not isinstance(x, torch.Tensor): + return False + return (len(x.shape) == 4) and (x.shape[1] > 3) + + +def isimage(x): + if not isinstance(x, torch.Tensor): + return False + return (len(x.shape) == 4) and (x.shape[1] == 3 or x.shape[1] == 1) + + +def isheatmap(x): + if not isinstance(x, torch.Tensor): + return False + + return x.ndim == 2 + + +def isneighbors(x): + if not isinstance(x, torch.Tensor): + return False + return x.ndim == 5 and (x.shape[2] == 3 or x.shape[2] == 1) + + +def exists(x): + return x is not None + + +def expand_dims_like(x, y): + while x.dim() != y.dim(): + x = x.unsqueeze(-1) + return x + + +def default(val, d): + if exists(val): + return val + return d() if isfunction(d) else d + + +def mean_flat(tensor): + """ + https://github.com/openai/guided-diffusion/blob/27c20a8fab9cb472df5d6bdd6c8d11c8f430b924/guided_diffusion/nn.py#L86 + Take the mean over all non-batch dimensions. + """ + return tensor.mean(dim=list(range(1, len(tensor.shape)))) + + +def count_params(model, verbose=False): + total_params = sum(p.numel() for p in model.parameters()) + if verbose: + print(f"{model.__class__.__name__} has {total_params * 1.e-6:.2f} M params.") + return total_params + + +def instantiate_from_config(config): + if not "target" in config: + if config == "__is_first_stage__": + return None + elif config == "__is_unconditional__": + return None + raise KeyError("Expected key `target` to instantiate.") + return get_obj_from_str(config["target"])(**config.get("params", dict())) + + +def get_obj_from_str(string, reload=False, invalidate_cache=True): + module, cls = string.rsplit(".", 1) + if invalidate_cache: + importlib.invalidate_caches() + if reload: + module_imp = importlib.import_module(module) + importlib.reload(module_imp) + return getattr(importlib.import_module(module, package=None), cls) + + +def append_zero(x): + return torch.cat([x, x.new_zeros([1])]) + + +def append_dims(x, target_dims): + """Appends dimensions to the end of a tensor until it has target_dims dimensions.""" + dims_to_append = target_dims - x.ndim + if dims_to_append < 0: + raise ValueError( + f"input has {x.ndim} dims but target_dims is {target_dims}, which is less" + ) + return x[(...,) + (None,) * dims_to_append] + + +def load_model_from_config(config, ckpt, verbose=True, freeze=True): + print(f"Loading model from {ckpt}") + if ckpt.endswith("ckpt"): + pl_sd = torch.load(ckpt, map_location="cpu") + if "global_step" in pl_sd: + print(f"Global Step: {pl_sd['global_step']}") + sd = pl_sd["state_dict"] + elif ckpt.endswith("safetensors"): + sd = load_safetensors(ckpt) + else: + raise NotImplementedError + + model = instantiate_from_config(config.model) + + m, u = model.load_state_dict(sd, strict=False) + + if len(m) > 0 and verbose: + print("missing keys:") + print(m) + if len(u) > 0 and verbose: + print("unexpected keys:") + print(u) + + if freeze: + for param in model.parameters(): + param.requires_grad = False + + model.eval() + return model + + +def get_configs_path() -> str: + """ + Get the `configs` directory. + For a working copy, this is the one in the root of the repository, + but for an installed copy, it's in the `sgm` package (see pyproject.toml). + """ + this_dir = os.path.dirname(__file__) + candidates = ( + os.path.join(this_dir, "configs"), + os.path.join(this_dir, "..", "configs"), + ) + for candidate in candidates: + candidate = os.path.abspath(candidate) + if os.path.isdir(candidate): + return candidate + raise FileNotFoundError(f"Could not find SGM configs in {candidates}") + + +def get_nested_attribute(obj, attribute_path, depth=None, return_key=False): + """ + Will return the result of a recursive get attribute call. + E.g.: + a.b.c + = getattr(getattr(a, "b"), "c") + = get_nested_attribute(a, "b.c") + If any part of the attribute call is an integer x with current obj a, will + try to call a[x] instead of a.x first. + """ + attributes = attribute_path.split(".") + if depth is not None and depth > 0: + attributes = attributes[:depth] + assert len(attributes) > 0, "At least one attribute should be selected" + current_attribute = obj + current_key = None + for level, attribute in enumerate(attributes): + current_key = ".".join(attributes[: level + 1]) + try: + id_ = int(attribute) + current_attribute = current_attribute[id_] + except ValueError: + current_attribute = getattr(current_attribute, attribute) + + return (current_attribute, current_key) if return_key else current_attribute \ No newline at end of file