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Rotate counterclockwise SIMONSARCIMAGE
12 22 78b7a879897,78a9898989a8,a879a8a97a97,78789e87,8a9g89,a8989a8a9a87,7a8797a8b78,8a7a8a978978,a878989a8a98,879897878697,9a898a7876a8,a89789a764a9,898969a764a8,8989867864a8,787b8a67478,b879a86a9a8,a897a87a9897,a89c8a9a78,98a9b89b87,78979a8989a7,8c987c87,a8c7a87878
22 12 78a797b8789c878b78,989b8a7a989a878978787,8a9b87a9a6c498789a8,987a897b87b67b9b87,7a9a8987878a78a6c9a8,a89c8a98c7687b878,89c8798a7a96f87,7a898a98a9a86a89b8a97,7a9b87b897a98a789797,79a7a98a7989a878d97,c89a8787a8a9e898,a787a87b89b87b897a8
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
Process SIMONSARCIMAGE and return the counter clock wise rotated
24 12 98c98k93a4a9,8a98h989b3a4b98,e98c9c3b48d9,8c989c389a418c9898,a89c3b9a54a189c8989,b3c9b5a91b9a8b9a89,8a989a5b9a1k9,a9b5b9a1a9898e98a9,a5d918d98g98,98a98a1d98d989b89,i98l9,c9a8a9898e98b98a9
12 24 9898c98b9,c9a8b98a9,4a9898989898,4b98c98a9,34a98f9,94898c98a9,9349a8d98,934898e9,93418f9,a9341a9a8b9,98341f9,a939419898a9,a938591d9,b93591b9a8,b939591c9,b9395918a98,b9395a91b9,8989395a91a9,b98395a9198,c93a959898,98a93985c9,d9395c9,8b983a958a9,989a83895b9
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
Process simons-arc-image and return the counter clock wise rotated
28 21 59a59c5159i5195959,9b595a9b59c595959c5159,c59c59a5a9c51951a9c5,5b9a59d59a595a9b5d95,9a5b1b59b5a95a9a519c595,b5b9c515b9595a959b5959,5959595a9b59a519b595859b5,5959a595159a59a5b959689a595,a59b5c959e59a6859a595,9c595159c5a9596a58a59b5,a5a9a5395a959a595619895b9a5,a9a5b9a3595c9651589c515,5159a51a93a5a9a6a5a985a9a595,95c9c53a96b5198b5a9a59,9f5a95a3b59a58a9c595,9c519595a693c981a9c5a9,95951a5a96a5953b58a59595959,b59b596a7a595a38b595a9a59,d5959151e7351a9d59,a59595a9a5b9c5b79d591,959515c9b591595a9c5a919
21 28 a9b59f595c919,b5a9a5a9a5195a9b591,915959c59d59b59,b59a59a5a9a59b59a59,95a9b5a9595a9a5a9b5,15a9a5a8c59g5,a515a956a8a9a5d9a5,59a515a965b85a9a5a95,a59a59a565959a81a5179,5919595a96a1a95a8a579,b5a9a59596a515958375,59a5c9b56a5a953759,b59a51a5b96a59537a5,c5a9b59596a5935751,a595a959b5a965359759,a5a95a9b5c93a95795,a9e59c5936a5795,d5159a5a9535657195,15959b5b95359567a59,e5919a5395b96159,59c59591939b5d9,5959b5a95391a59b5a9,c51a9a59595951a59a5,b9519d5959a51a591,b591b9a595a9b59b5,b59c5959a59a59a5a9,9a59a5a9b591g5,59a59c59595c9b59
dataset=image_deserialize group=rotate_ccw image_width=large image_height=large
Process Simon-ARC-RLE-Image and return the clockwise rotated
10 21 7,,h70,,,g702,,,,f7072,,f7074,f70a9,c7c947,7b9a70747,a76b70747,b76a70747,c76074a7,d7674a7,f74a7,7
21 10 7,e79m7,d769m7,c7679m7,b76b79l7,a760b79l7,c7b09l7,7b4b79c0h7,c7c49b7c0d7,g794e2b0a7
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
rotate CW SimonsRLEImage
3 30 6,,,,,,,,,a61,,,,617,,,,,217,,,617,,,,,,a67,,6
30 3 h6b2q6,b6m1l6,6o7c1h6
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate CounterClockwise SIMONSARCRLEIMAGE
29 8 4343b42a42a43242b42g4,3b9f5d42c4a343c4,2b4d942j5d424,24343c4e9a42j4,2434a2b4a2a4a3d9a434242a4,42b4324b2f423d9a4a2,4a2423b43a42g42a42a924,3f4a234243b4a242d424
8 29 d42a4,a42a4b2,c42494,e494,43a42924,d49a4,43a439a4,435a49a2,245a49a4,a4549342,a4549242,a4529b4,a2549b4,a4549b4,24593a43,34593b4,a459a4a2,a459c4,2529a243,4549a232,459a4242,259d4,459a42a4,45942a34,45932424,39e4,494a3424,39b4a24,43b2a43
dataset=image_deserialize group=rotate_ccw image_width=large image_height=small
process Simons-ARC-RLE-Image and return the ccw rotated
9 27 a5a4a5b4,1d5b4,a54b5a45,d51b5,a51b51a5,4a5154145,c5a4545,b5a4a515,c51c5,a541d5,5454b541,d5b45,f5a1,4a5454a51,51b54545,451c515,c51c5,a51454545,54a51a515,c5415a4,e54a5,b51b545,f515,1a51d5,a54b5b4,51a51b51,b5151515
27 9 a4g515a1d54c5415,b4a5a41a5a4154154145415451,b45a1d54g54b54a5,b515a4c545a4a5451e51,e5a41f51514d515,4c5154514a54b54b5151a51,45451c54d5151e54a5,i54b51b54e515,51b54f5454f51b5
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
cw rotate SIMONARCRLEIMAGE
14 28 a24c28b2824,a8f24c2,8524a2a8a28252,a254258c28a2,a2a45c248282,b25a2528b282,c28h2,28424258c282,b25a25c28a2,e25b8a282,e25b48b2,24b245428c2,524a2a528252a8,82528a5a28a282,4a24a5e284,4a28252828a4a2,28242545a28b2,4b28524e2,245a2524e2,25b252525a848,c258c24a25,4b25d284a2,c25828242828,8b25a28a28b2,428458248a24a2,2b8c2a42a82,2524d28a284,5g28b28
28 14 5a24824b242a485h2a82,258d25428c24b28c2582,a2a8d25c254c24a245a24,2484f2484d25a25b4a2,b2d5a28a258d24825c2,b282828g54f25b2,j24a2f5252a8a2,b24a8a25a458b2a4828c2828,a248j28248b28d2,a84a24a25b28282848c24a242,c282848a284a2528d2828a2,a28428428b24e28c28a28,2a8d24c2b8a28282a825a2,84b28258c2428j24
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Process SIMONARCIMAGE and return the counter clock wise rotated
11 2 b96d2a7,a4525c0a9
2 11 79,,20,,,,25,62,95,94,
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
Rotate ccw SIMONARCRLEIMAGE
19 26 a73g73e73,a7373e73a73a737,373e73a73c737,d7b3c73e7,a3a7a3g73a737,73c737a373a73b73,3c7a3e7373737,c3i73c7,37b3a73a737373a737,3c737b373b7a3a7,a7a373b7c3a73a73,3b73b7b3c73b7,3b7373h7373,73e73e73737,h7a3a7c3a7,j73b737a3,73l73737,a3a7373737a3a73c7,b7373d7a3b73a7,d3a73c73e7,7a373a737a3d7a37,373b73a73f737,c7a3a7a373b73b7,e7a3e7a3b7,3d73a73a73e7,a7a37a3d73d73
26 19 3c73c7373a73h73,7a3737373c737a3b7a3c7,h73a7373b7373d7,e73a7b37c3d7a3a7,73a7a37a3d73a73d73a7,e73f73j7,a7a3c7373f7a3c7a3,a3b73b7a3c737a3b73b7,g737a3a73a73a73d7,a73a73b7b3a73d7b3737,d73b737373b73c73b7,b73c7a3h7a3a73a7,b737a3d73c73b737b3,b7a373a7a3f73b73a73,73a73b73a7a3c737a373b7,f7a373f7a3d73,b3c7a373g7b3b73,c7a373d73a7a37a3d7,a73737c37a3c737373a737
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
Rotate CounterClockwise SimonsArcRleImage
22 8 9c79a7c9a79791a9a7,a7c9b797b97a19a797,b7a979b7a09a1979b79,7b979d7a1a0e79,a97979c71c7a079b7,9a79c7j29a7,97a97b97a9a7b9a79a79,797a97979f7a9c7
8 22 a7a9a797,79e7,9c79a7,9b79297,1a9a7279,91a70279,71970297,97107297,79107297,7a9172a7,a90172a7,97071297,a9b7297,9c7279,e797,a79b7a9,a97a9797,7a9c79,7f9,7979a797,b7a9a79,9b7b97
dataset=image_deserialize group=rotate_ccw image_width=large image_height=small
CCW rotate SIMONARCRLEIMAGE
15 29 2,,,,,,,,i24c2,j24b2,,k24a2,l242,,m24,2,,,,,,,,,,,,,
29 15 m24m2,k2a4n2,j24p2,h2a4q2,g24s2,2,,,,,,,,,
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
Rotate counterclockwise SIMONARCIMAGE
8 4 b49b69,b9a8696,a9869b6,6d9a6
4 8 9b6,69a6,b69,68a9,9869,4989,4b9,4a96
dataset=image_deserialize group=rotate_ccw image_width=small image_height=small
Rotate cw SIMONARCRLEIMAGE
17 29 d95a95b98b98,9595d95f9,9a5m9,69a59a56c95a959,58a9a589659568595,9b589b5g9,b9658d92c98,a9a58c9828598a9,5869585b92b9898,a9a5956a9295d9,595a96b92a989858,b9859592b96a989,96b5a9526b959a5,95a989i09,a98989a2a9895b95,a98b92b98e9,a5958a98595689a89,b9a5a96d96b9,a8f9596d9,5a9695b95a98a598,c9895a9595b959,5a6965b95c9698,9a58a959a59659689,a95c989585a9596,95a89b5b95895a9,a956a95a95689a589,a985a956859898b9,a9595b958b9b59,a965e95b98a9
29 17 f9595895d9595b956b9,c95956a9895a956b98a9589a59,65858a56d9a8959a565959a5a9,5956898a969a5b95895956595959,95d968a9589a8a5a958585c9,c95a9595g9658989a5a95,a9b59595c9a2095965a9585b9,a96958d9689205e9596b9,958b95d95a90a2d956b95,98a59e5c9069a298a95a959,5a9698e95a80c9a2f9,a9a8a56959696a90b9598295c9,c9895a98a98950968a95a965a98,9585d9596b905f98c9,859b5a695a98a90a989a8a95c9,9598a9895b98a90585e95b9,d969898c959598989895b98
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
rotate CCW SIMONARCIMAGE
12 5 02b72c0a2,2e0202a7,020b2b07a0,a202a0a20b2,2a0a202b0a2
5 12 270a2,,02720,0,02020,b0a2,202a0,70202,70b2,7c0,20a20,020a2
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
Rotate clockwise SimonsArcRleImage
16 19 597907a9070a5979,09k2a3,0a50570907c3a9,97a0707b30a9505,795c3a790a97a9,013a90b950d9,51959090b909790,519a79059a579b5,9170a7909a7b9a7,51b709a0a709a09,59a7595909507a95,9590a959a0a59095,c90b9709a7597,9a7c9a7a0590a7,97595a90a9a090a9,907a97597a909097,09505a05a97595a7,5957a97075a97950,0790a95b9795909
19 16 050d9a59a5079a05,7a90a7959d1975a9,9a5757a9b7a9350527,070c90a707593a029,a95959095b7a937520,a907d9079a030727,5705b9a5a90a937029,905907b9a050973929,97979a7b0c973020,95b9b09a759593727,7979a09a5a759b0320,a95a0575a0970b9325,57c9797f9325,a95b05090957975329,057a97b9075b90937,90a79a7a59750a95939
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
ccw rotate Simons-ARC-RLE-Image
22 15 72b7a92b797297592979,a7597597279c79a7a8a9,25a729a2a9797d8c9,a7519729d857929b72,7978a1a8c79a7a952759,b8797139792a797b97a9,959a795a1397a979797b9,79a5a9b71a3a79797b29,72a7592729a125729a7a95,979795795a791a79d79,5d7a5a79a7a1c9797,97b9b75e71b7a97,72c727959c7979b79,f72a7a5a72b79792,c797c9a757a9a27979
15 22 b92c959a7929,7a975a9297a9797,989b7929a79a79,28972972a79a797,97895a9b797972,5782a97a979b72,798a97972a91979,978a7979a71a729,2785a797571c7,b78979721c75,9798727319b757,79787a931797957,a798a7319b7579,729879172575979,2729831a795a729,a9a281572757279,959717b95d7,a72919795979a79,79718a75b79b7,757578957979b7,275798592b72a7,a72a789a7959b7
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
Rotate counterclockwise simons-arc-image
29 5 b9m1k9,9,,,
5 29 9,,,,,,,,,,,,1c9,,,,,,,,,,,,,,9,,
dataset=image_deserialize group=rotate_ccw image_width=large image_height=small
rotate CW SIMONSARCRLEIMAGE
4 18 8,,,,,,,,,,,,,,,,,
18 4 8,,,
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate counter-clock-wise SIMONSARCRLEIMAGE
30 11 03870b707a0a70d70a707a0a70,07a3b87a0707070f70b7a07,a0a7370b8b7a07a0c7a070a707,d7a3707b870b70b7070a70a7,a070a70370a70c870a7070a707a0,a0b70a7a3a7d0b8a70a70c7,d707b03a70d70b8707a070,70f7a0a3a070a707a0c8b7,70a7070b7a073b07a0c7070a80,0c70a70d7a30b707070d7,0c70a707a070a73b070f70
11 30 0b70707070,7a070b78a7,7070a7078a7,0b707080a7,070a7078b7,b70a708a07,b070a78b7,a7a07080707,c70780a70,0d78a707,d78b070,b7a08a7070,a70a78c70,a707807b03,70a780a7037,07a0807a037,7a078b0370,b78a073b7,a078b73070,0a78a73a070,708703a0b7,a080730a7a0,a787370c7,78030b70a7,78737a0a7a0,083d70a7,73a70e7,83h7,3707a07a0a7,b07a0b7a0
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
Process SimonsArcRleImage and return the clockwise rotated
23 2 5e4k7b45,n9f25
2 23 95,94,,,,,,97,,,,,,,,27,,,,24,,,5
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate cw simons-arc-image
20 3 a92a92929d29a2a59,d929a2c92929295,b92929c2a9b29b2
3 20 9,,a92,2a9,9,2,9,2,a29,292,,a92,,2,2a9,2,a92,a25,295,259
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
rotate CW Simon-ARC-RLE-Image
22 13 1,,,,,f12f1a7d1,f12e17f1,f12c1a7g1,g121a7c1b6b1,g127a1c6e1,f172b6i1,e176m1,1
13 22 1,,,,,,17j1,167a1b2d1,a1b2g1,a167h1,a1617g1,,b1617f1,,b16a17e1,b16b17d1,c16a17d1,c16g1,,1,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
rotate CCW SIMONARCRLEIMAGE
6 22 59b51,b5915,c515,a54195,a52b5,a52a54,542595,542b5,852a59,892b5,852509,8a5209,8a5290,859210,8912a5,586295,986295,969295,565245,5654a9,96b54,59c5
22 6 1c54a595a9a0d5945,5a19a59b5a0915b949a5,5951f5g24a5,b54f2a591a69c5,9d5a459c59a8c69,g5f85a9a595
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
Rotate clockwise SIMONARCIMAGE
8 29 1,,d1212,1,,f12,2f1,1,b12c1,f12,1,c12a12,b12c1,2135c1,2135a121,a123c1,b13c1,1253c1,a1513a12,a1513a16,a1513159,,a1521519,a15a1591,a1515391,15a15391,15121491,151a4191,2a4d1
29 8 2l1a2e12e1,4b5f12p1,4b1g512a3l1,142b12c1b3a52b12g1,141a5a1c3e12j1,a14a3a5r12a1,1d91a5d12m1,e1b962e1212b12a12a1
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
rotate CW SIMONSARCIMAGE
17 8 97989797a97a1c9,8c98a97a98b919,91h981c9,7b9797a919a1c9,a9a1a918b91a91a9,f98a0d1a9,891d0d9a191,b01d91e98
8 17 08a97989,0c9197,0191c9,1091b98,90a97b9,90c987,90917b9,90a8b97,a90b979,19091b9,a91c97,a9b1a81,a919a191,9a1d9,9b1c9,e919,81e9
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Rotate clock-wise SimonsArcRleImage
30 9 9,j98q9,i949a8o9,i94b98n9,h94s9,,g94t9,,9
9 30 9,,,,,,,,9a4e9,b9a4c9,d9a4a9,f989,e98a9,,d98b9,9,,,,,,,,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate Clockwise SimonsRLEImage
19 19 6,,,,,b68n6,c68m6,,d68l6,e68k6,d648k6,e648j6,f64j6,g64i6,g648h6,h64h6,i64g6,6,
19 19 6,,,l68d6,j6a8e6,g6468g6,f64a8h6,e648j6,c6a4l6,b648m6,a64o6,6,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Rotate ccw SimonsArcRleImage
6 22 6796a7,a7a6a7,876a79,8716a7,98a673,781637,787371,981376,763676,b7697,578b7,7a57a6,7375a7,7938a7,b7367,b7387,c631,71a747,a7a6a7,97a676,c717,7
22 6 a797371a6a76c71a76a7,d73b7976a76834a717,a67b6a3a6a758a367a6a7,9a616171378573a767a6a7,c7c86a7539a761c7,67a89a79a75d76a79a7
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
Rotate counter-clock-wise SIMONSARCRLEIMAGE
30 14 4503a05a3a04b0b4a03404540454,404030453a0403f4c0a4340,a43a05d403a434540305c4040,04a5a0d4a054b04a5403a40435,40b40a45c45a4504043b405450,3040a40505a0a4a05a0405a4304045,43b4a0345b43a405a40b45a4a05,4a0b4354a04a03b434045a040404,a4a03b504b0a5a4345a4a0b4030,4504043430a3a45a4c03a5a4a034,3b04303b4a054304a0a35c4050,3540b43040b4a3404a0c404040,0b4a54a0b43c04040a4040a4a0,b4040a404043a4a03b0a40a4a034
14 30 4a050a5404b04,5a4354a0a35403,430a4a04c040,0a405a4040b40,c4a0d4a04,50b4350e4,4043b4a05a4a0,a050b450a5b4,4a0435b4a3b4,34354b0403b0,04050b45b040,0c40434a04a0,a45b054304043,b40a50b404a0,a43040c4a3a0,0c4043a54304,034a5430545404,a030b4a0404a3,a4a040a4030b4,a0b404a034040,a0b4a5040c4,a3a450a4034b0,35b453a54a304,5c4a03530b4,a05a0404543450,03a0c430a454,3a0540a404a040,0435b4c0b4,50a4a0304505a4,b4043c4a304
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
Rotate clockwise SIMONARCRLEIMAGE
25 20 a3d7a6a737167376b7617,i71a7371b6736b7,71b71761b7a176a76c736,1b713a7636a131a731e7,7a1a7171b76d71a7a1617,a76a1b717a17671c71c7,b7371737376a717171767371,7a3c7673a7671713b71b7,a7613a71a73713h763,c71a7171c73f7131,1671d71b70c73c737,6a7171763b750a1e7316,k7570a737373b7,716717a17315a70a717637a21,16b731a73571a70a7a232a73,e71a7513a120a273767a1,31f75c213013b61a7,16e752c717013171b7,6a7173a16c713a73d736,76717367a373636i7
20 25 761371a761e71a73,6761761a76a73a717173,e76c763761c7,a1e7a171731d7,e71b713a7171b7,a3b73a71c717131a7,61a7b1l7,71c71767a163717676,365d73d7176176,372a5a3a7a17a3a73b7,b72151c73a7176717,3a72375e76161a73,6a72a17a5a716b7a1a7,31721b7a073a7673131,63a127a01737a1a71a76,b73a0a71d71a7617,a7a02f7a1c763,73a12713c73a713767,a7a372b73b71a71b6,a7163263k7,b767a3e76a1a737,a71a6273c71a71a767,b71a727371a7376b76,73a717271a36b717371,76a71317671371b76a7
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate clock-wise SimonsArcRleImage
8 1 81a3b13
1 8 8,1,3,,1,,,3
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Process Simons-ARC-Image and return the clockwise rotated
15 27 79c797c9a79,97e9f7,b9b7b97d9,j9b79,b797b9b79b7,9a7a9798b9a797,d97983b9a79,7a91a9083a79797,7a971b983797a9,797a910783a7a97,97a97017873a797,b9a70918937a97,979706a91893979,797906a97173b9,c90a9b79a4a7,a7906c9a4b79,79706a7a4797979,b709a4b979797,790a4b79b7b9,7906d9a7a9a7,a76b79c79b7,a96c97a97a979,a96c797a9a797,a76a979a7979b7,76b7a9e797,769a797a97b9a7,a797c9a797b9
27 15 c7a9e797b9b7a97b97,7a67a97a9797a9797c9a7a979,a97c6a0a7a97b97b9a7b97,b7979764b0a9a7a971c9797,9a79797949a6b0a791b979797,b9a7979747a9a6a01a9a7a9797,97a97b9747d91090f9,a9a79a7979497a91a79b8c97,79b797b949a71c8a397a979,b7b9b797471897a37a979a79,a9a79d794979a3b7a97a979,79797b979a74a3b7b9797979,a9b797a97974b979e79a7,97979b7a9b797d979a79a7,9c79a797a97a9b7979a7a979
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate clock-wise simons-arc-image
22 20 a4c9494h94b9,b949494k9a4,94g94d94a9494,a94b949a4h94a9,a9494f9a494b94a9,a2a94949a4d9a49a094,94a20b94a80b94a0c9,c92c894904a0c9a4,a94949a2b09a09d4a9,4f9a2a7a0c9b49,9a4c9b7a249b0494a9,a4949a7649492a904b0a9,b94b9a5a4a94a90949a0,a94d94a5d9094b9,e9a49a4a5a9490c9,94949a4949b4a5a940949,b4f9d4a5940a9,c94a94a94a94b9a50a9,4c9a49a49494a94a9a54,4j9a4949a4a95
20 22 a494c9494b92c94,b9a4b9a4b942a9494,b94a94a9494929a4b9,c94a9a4c92c949,a94g9420a4c9,94a94b97b98d949,94a9a4a97a9289494a94,a94a949567928d949,94a9494547208a494a94,94b9454972098494b9,a9c45a427048b94a9,949a45b927a90e9,4a9a45a924b0a94c9,c45a94a9a04a94c9,b945c90a90f9,4a9594a9a0940b4c9,9495a9a04094904a94a9,495940a9049490e9,495409a409a4a90c94,95a0c90b4a90b4a9,95a94a90a9494d949,54d90c9494a9a49
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
rotate CW SimonsArcRleImage
14 14 4d26b24642,b62b624b232,a3b26b272a32,62a3626a272a36,a264a362673236,b24a2a3672432,2624a642374236,d2a62476432,a626c4b6232,2b4h16,a26a23a2646262,2a6a2326e2,26a232a6b2642,4c62626a2624
14 14 4c26c26364,b624626b2362,62a64c263262,6b2462b43b2,63a21426236262,a2a314a6232a62,a6a214643a62a6,2a6214a23d2,6a261643a6a242,b2416e7a2,b261a6423b24,a6a2124242a326,24261g34,4b26a262a6b2
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Rotate cw SIMONSARCRLEIMAGE
5 18 b636,,,,,,,,,,,6,,a60a6,6,,,
18 5 6,,c60l6,f6j3,6
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate clockwise Simon-ARC-RLE-Image
20 13 1,,,,,c1a0m1,a1a0o1,10q1,1,,,,
13 20 1,d10f1,e10e1,,f10d1,,1,,,,,,,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
cw rotate Simon-ARC-RLE-Image
30 16 064z0,b0a46e06b06a06i0,d0a4e06a06l0,e0b4f06d06c06a0,06c02c4a060a6b0a6g0,06c02a040a4k0a1b0,e02b04a04h0a603b0,06c02c0a46a4a060b6063a060,a06a0206d04a0a4a6d036b0,d02g04b6a46a0603b06,d02e0b6a4b0a4b03c0,d02c0a6d04c0a43b060,b06020b6f064d03d0,c0626b06g0a4g06,606q04a06d0,c06f06a06g06d0
16 30 06m0,g060a6b06,06d06f04,b06i040,606j040,a0e2d0460,a06d0c2a4a0,b06b06b0a4b0,b06f0a4b0,b06e0a4c0,a0606c0404c0,c06b0404d0,6c06a0404b060,d0604640606a0,d06404f0,6c04604a06c0,d0464b0c60,b064064g0,b04a04a6f0,a04b046e060,a04a04606a06c0,04b04a06a06c0,c04b06b06b0,c0406a06e0,a60a3b0a6e0,d0c301d0,f06031d0,k06b0,c06b06f0,a06b06h0
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
process SIMONSARCRLEIMAGE and return the cw rotated
18 21 058a070a7b05c07,c07a05f08a0,a08507070708075830,0508b050580a5a630,c05a0707a50603a0,70a575a05a0a6a73a0,d05b0568a03a08,5d0850e60a7,a0f6b0863075,b0a506a05a063a080,57a06a5a070603b07,5a06a0c5063d0,c5b0750603c05,b0a58b0653a07a58,070a5b065057d0,5d08f69157,08a07a08a0708a01a0,05d057c0c50,h0805a075a0,07058b07a07b0507,d05080a507057a0
21 18 d05a0b5a0507d0,07058070507e05a05,g05b06a05a0808,05c0b56056a05085a0,08a070a5a0656a075a070,5e08a05060a5a0707,d08b0a5a68f0,8a0586a075a065a075757,07070a60a5a06a05c07,508a065605750650757a0,5b076056c0a6058b0,075a06530a6a0686508a0,7b08670a306860605a05,b0506c0a3a607657a0,50750907c03637065a0,7b5a105f0a36a80,b050505b08a7b0a3a0,07b07085070578d07
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate clock-wise SIMONSARCRLEIMAGE
9 12 7,b73d7,b743c7,b7437407,b7a43707,b74a70a7,c7b5a7,a7a540b7,c740b7,c748b7,,d78b7
12 9 7,,c75f7,c757c437,7c4574a3a7,b8a0573c7,d75074b7,f7a0b7,7
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Process SimonsRLEImage and return the counter clock wise rotated
17 7 a3a07d39d35,a9397a3a735395b3,5d375d35b3,5373a7a3a5e35,b37595d35c3,f3a5c39393,3a5c35e3a93
7 17 5a35b3,d3a9,e39,3a5a393,39a35a3,3,95d3,b35b3,3735353,375a3a5,a3735a3,b379a3,a7375a3,09a37a3,0a37a35,39c35,39a5b3
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
Rotate ccw SIMONSARCRLEIMAGE
6 24 a81b8,081286,a612a8,a81286,a87268,a07286,807a20,687128,807128,a87128,6701a8,876128,878620,07a620,876020,67a686,7680a8,7a6868,70a6a0,0b808,a86808,86a860,8b086,806068
24 6 8686860d8b06a80a8068,c868c28c2a86b0686,8e2d1a606086b8a0,c1e7068b68a686806,a86a8a0808e7a60a86a0,806a8086a86a8086b70c8
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
cw rotate Simons-ARC-RLE-Image
6 24 048b4,04a0a4,b0b4,0804a0,b4040,040a40,4a8484,424048,020408,a02404,a42b4,402a48,4a02a4,404204,4b040,a40a40,8a0408,4a0a48,040480,404048,80a404,040404,b4084,40b40
24 6 a4084048e4a0a404c0,0a4a04a04c040a28a480a4,a40a4d040b204804b08,40a40c40a2c40a40a404,48a04840a40b4a048a40b4,0b480a8a0a48a4a84b0b4
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Process SimonsArcRleImage and return the clockwise rotated
8 6 4,a42d4,4245c4,2b45b4,4a245b4,4a7275a4
6 8 a42b4,7242a4,72a424,2a45a4,7a5b4,5d4,4,
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate cw Simons-ARC-Image
1 24 9,,,,,,,,1,,,5,,,,,,,,,,,3,
24 1 a3j5b1g9
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Process SIMONSARCRLEIMAGE and return the counter clock wise rotated
22 11 36b36a31b30a3b61603,b31636016d3a60a360,b31a363630a31d3131,36a36d31d36a3a63,0d36e34a3136163,310b3a631a384036d3,3d236131834a636a363,a361a3c28a63431b3a1,b3b6a3a0b364a3610a3,3136b36a36b34031c3,a30b36a3031a316c3a6
11 22 301c31a36,063a6361a36,63161b30a3,1b36b31a3,60c363613,a6361631b3,a6c36a306,d306b41,a313b436a3,0c3836b3,e386a31,a301a318363,36b3132030,a16b3120a3,30b3a62363,3a63a632a36,6d3236a3,3636a3236a3,3a1b321a63,d3026a30,6a36312a313,c30e3
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
CW rotate simons-arc-image
26 12 h42a47284a7a42842a4,a8e48728f42b47a4,4a7842a47d47e4842a4,a4828a47a487848e4a78a4,7482482b427b47b47b4742,4a848b4a87a4a8287g4,a42a47a248b47b48248b487,a48a424d948724874a84a24,24b274b847e4848a48a4,748b42a4742b4a8b42c47,8a48b478424a8a42a4a7a42a4,242a48h47e4a8a4
12 26 2872b47a484,e48a4784,248282b87a4,4842b4a28a4,b42a4848b4,8a47274842a4,a42a4242c4,474892a47b4,4848948a4784,a4789a8b472,42a494728424,a4279a4a7484,48e48a47,48a4878c42,c474848748,74842427c4,428b48c47,c4a87c47,b4872e4,47d47a424,472b8d42,c48b47848,8f47b4,82482a478272,c428e4,a47a4742c4
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate CounterClockwise SIMONARCIMAGE
4 11 6,,a616,,,a6a1,,b61,a641,a671,b67
11 4 d6d17,a6d16476,6,
dataset=image_deserialize group=rotate_ccw image_width=small image_height=medium
Rotate clock-wise Simon-ARC-RLE-Image
22 24 a4a12a1a41a41b42b141,1b4a84b121a412142a12,a24181a8b1241421a4b1,1a218421a8c124141414,c18c1b2h14,b128b1c414121a2421,414282a1a4a14a12a14a12,b48a4a124e12a1414,b18a141d4124d14,a418a14b1a21a41214a14,431814a1a214b14a214a1,a1364c12a142b4a1a41,4213c142b141242a424,12134141a4121b4d14,41423a14127a142a4a2a12,14241314a107a4b1a4142,a1424134a104a7b14a124,24121413a102a47a1a2b4,414214a134102a1742b42,421b414312014a1a71a24,4141a4121310a1a4247121,a141214b1304141b47a1,b14141a4140a4a1a4c1,214214a2a41b412a14124
24 22 2a1b42a14141a41a4b1214,c1214141a213414b1a2a4,41a4141424a13b1a4a12a41,24a14b242a36c8a2b141,a12a4a1413414b14e82,a41c413c14a142a14181,214c13a14b1a4c12841,2412413b4j1814,a4a1a3c1a412142a418a14,4a1314b124b21c428b1,143121b07c124a142a124,4d024712a1424a1421214,b4a12474b14a1414b1a41,a4a14147c4214b14b1a4,a1a4a17a12414142c12414,2a1417b1a42a4141a214a24,1a4274b141a4a212e12,1b47a2a421212c121b41,414714214214a14a142a1421,a1712a4c1b4a141414b1,2a1a2a424a124d12c14,4b142a4a2a4a1b421a4121
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate Clockwise Simons-ARC-Image
20 5 a030c3030h3,b303a0a3b8d9b3,a3d6d9b6a90a3,30d3a050c9b303,b3b0b35930b3b03
5 20 c30,30a30,a36a3,036a0,036a3,03603,a3603,309a3,30930,a5983,90980,3a983,09693,39693,,a3a93,03a93,030a3,a0b3,3
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
process simons-arc-image and return the ccw rotated
19 8 3,g38i3,f38j3,e38k3,3,,,
8 19 3,,,,,,,,,,38e3,a38d3,b38c3,3,,,,,
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
cw rotate simons-arc-image
5 21 05a10,15181,a0581,,a0580,a1581,b1a5,8a1a5,0a805,1a805,1a815,0a810,a18a1,01810,a0a10,a02a1,10201,,102a1,1,b1a0
21 5 d1b010a108a1b010,a1d0a1c8b1b0a5,a1c21e8a1c5a1,0a1a0e1a0a5d81,0d1a010d510b10
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Process SimonsArcRleImage and return the clockwise rotated
30 2 n9c30i9,g96e3b90j9
2 30 9,,,,,,,,69,39,,,,,,93,,,03,90,9,,,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
ccw rotate SIMONARCIMAGE
11 25 a41b41a4a1,a40a40147a4,4140b437a4,c40a43714,d4037b4,a415a407414,a1415340a14,c450740a4,c43570404,a4134574040,04030574a01,a43474540a4,40147151a01,b4707150a4,41471745014,a17a4915404,01719a415a0,47491b4501,479a1a41504,7941c4054,71a410a1450,4140b1a405,4141a4b145,1d401041,e41b41
25 11 1g40141b401a40a5a1,1a414a140404041c0a50b4,4b7a4104e04b50a4104,a4a3a7040b41b5141414a14,a1a4304c7a5141c4b101,40a40430b541a79c401b4,b40a4a5340a70149a14a1b4,a40a451a4a3a4a7419a1401a4,10b41b41031a4a749e4,a41b41d404b1a79b1a4,e41b40c410a4a7a414
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
Rotate CounterClockwise Simon-ARC-RLE-Image
1 24 5,,,,,,,,,,,,,,,,,,,,,,,
24 1 5
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
CW rotate Simons-ARC-Image
28 12 b58f58g5858d5,a58v585,5,j58a58h5a858,l58c58h5,d58e58d58h5,k58n5,j58585e158d5,f5a858c18a5858d585,b58c58r5,k58c58i5,d5a8a5858c58d5a8c5
12 28 5,,i585,a58g58,5,8d58d5,8j5,b58g5,a5a8g5,8j5,b58g5,8a518b58a58,58515a8d5,b518a58c5,b51c58b5,b581f5,8b51f5,58a51f5,b5815a8c5,c51f5,b581e58,5,8b58e58,8j5,g58b5,,b58e585,g58b5
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Process SimonsArcRleImage and return the clockwise rotated
4 16 4b6,6,a646,a6a4,a646,b64,,,,6,,,,b64,a646,a4a6
16 4 4m64,4n6,64h6b4a6,a64c6c464b6
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Process Simons-ARC-Image and return the counter clock wise rotated
12 11 a505b050130,50535010a535,05a0103c51,05050a5301a0,050308950105,0a504a851a01,13042a801a03,b5308a51350,b51058b031,0b5a08515a3,050150851305
11 12 05105130135,a35c05a30,1a5a1a03053,0a5a0b10a1,5053a5050a5,01359a85b8,b05c85a0,051a042b05,53053043151,05b050b50,50c53c5,a5c01a5a0
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=medium
Rotate clockwise SIMONSARCRLEIMAGE
18 4 f95c959a5a9,i929b5959,5b95b95a9249b59,59a5j4595
4 18 a5a9,9,5b9,,45a9,4b9,,4a95,45a9,4b9,4929,42a9,a4a5,4959,4b5,a595,9a59,5b9
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Rotate clockwise Simon-ARC-RLE-Image
28 6 42a6a46d424640a42429a4242,2a6a46406a4606d46a89c24,462b4b2c40c4084942a4a0,m4240a82494a2062,6e4m34b20a6,40a64a242a42428b64a2462b40
6 28 46a424,0a4a62,6a42a6,6c46,4,2b464,2a4246,434204,234264,43c4,,23a464,43a402,234064,832a46,63c4,630a40,638b4,4380a4,232862,23a484,a4a982,62a4a9,d24,4a2424,4a04a2,4a6024,062042
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate ccw SIMONARCIMAGE
15 27 38a623862a68a62,68386d363a62,8a63b686386363,836a86a363a6863,68386a32638a3a6,38d62639a685,b68362a8396325,b6232b639a656,a368b328398653,86c38a6396563,b8326268369586,2b8236563695a6,836263523a658a6,b36a356a3a6a23,8628635b3a5763,363865263817938,c625a63176963,3283568317639a3,3232583175a6383,b62531735a6323,b35a6765a82b6,a68537a853823a6,286513a23c686,385138686a23836,63568d632a63,3a62a62626a8383,36363a6836a3636
27 15 a2a36a56a3b6a38c3c6a36,d682a568a62636382a683683,a638363a6b5827b9a36368636,83a63b686a9565763a6a263283,a6868d9c6517b6a862383,6j36a3817a58362b6,23c6868686d3173a53a623,6383a2862a65263a63176828a68,836a36263826b526831782a626,a3a63a62a36c3a56836738b6,2a68a6c3a263a62b56313863,683a86828a3826a863a2b51626,63a63c63a863236836386a563,a863a8a636a8a3b6a2636a83a6,36a863a63a8283836a3636236a3
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
cw rotate SimonsRLEImage
13 21 8b18b1b818,1e8a18181,1b81a81a8b1,c18a1a8a1a8,81a8d1a818,a8b1818b7a8,a1a8183785181,a818131a5a8a1,818a1358a18a1,c835a8d1,a18131818c1,a853b1a818a1,8583a8b1c8,585a18b1b81,a1a818c1b8,81818a1d81,c18c1a8a1,1a818b1a8b1,c8181a8c1,b8a1a81818a1,1a81d81818
21 13 1a8a1815a81b81a8b18,c8b1858181818a1a81,c81a8585b818181a81,a18b181a3181a8181a81,8a1b8a181a3d181a8,b8b1b8a15a3a8a1a81,a8g1a8513b1a81,818a18b181a857818b1,c818b1a8a15871a818,b1b81a8c185781b8,a8a1e8a1a8178b18,d1c8d1a818181,8d1818e1b8a18
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate ccw SIMONSARCIMAGE
22 4 4g7a49e49494,a4943a6b25d28d4,c4a848a5b8b3a49b4,9a43a8a5a4949b4b39a4
4 22 4,9b4,b49,9493,b43,4843,4234,,,4289,9284,4589,4254,7254,7285,7645,76a8,73a8,7a43,79a4,7b4,b49
dataset=image_deserialize group=rotate_ccw image_width=large image_height=small
ccw rotate SIMONSARCIMAGE
24 22 c78h789b7978a7,7989i7a879a79783,c7a978a79a7h178,l78c73a9b7,c7a5d797a8a7a9a7373,a73857b5a7a8737973d7,c75a79a7a578a9g7,d75a974a7a9587a3b797,79b75a747b9a7a5d7a8,a7839597497879f7873,b78757a9a78a73b78c73,8a78a794c73a7a8d737,9a78a75478c78a7979c7,e753739a738b73a7387,7a87895a738c79a793a787,b787975i7387378,78787495c7878b78738a7,c737958c79c78b797,b78b7973c7c8b78a7,879c795f7878a73a7,73d7b978b78383a78a7,b79c79f78b78a78
22 24 73873b78a3c78d78,78d798a737a8a79c7,87173c78b7373878387,7919k73c78,9719g79738e7,a7139373a78a7393a87837,79179a73c79d78787,a71a79a75a78e7a838,981b7985a78a79b78787,a8178395a737a8a7878b7,a71a878979b73b79c7,d787a9a73c78d7,c798579a8h787,a79b7579c798f7,f7479a78a3b73797,d75a7a49e7875a9,a78a75a9a79a437b5b97,d75797979b57a9c7,a7975a7c5b7a94d7,8797b5a79c78a73c7,79b78b73b8a7a878a79,78b73b78c78c79a7,79e79d7878b737,j789e78a7
dataset=image_deserialize group=rotate_ccw image_width=large image_height=large
cw rotate Simons-ARC-RLE-Image
5 24 9a3a0,b3a5,b020,4a020,40929,40920,24020,,24328,24928,24028,25428,20428,,29428,23428,23048,20348,0b48,40948,32948,30298,b028,c08
24 5 a0a340k2b4039,b02040a39a05d4c0a3,a02a9430d4093a0a9a0a3,029d4m250,o8b09a050
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate ccw SimonsRLEImage
16 26 9a79b78794a7897,d789e7a17,e78b78a1b7,89b79787a174b7,79c78a784a7978,c78a79479c79,f7478b78a7,e748474d7,49d794b768a7,8a797894797a64a7,a78g7a6894,b794a7874698b7,e79b7a8a7a4,9a7a479a78767974,7a87a9798b5c7,747898a76a487a47,4f7678a7a87,7874b76g7,78f78a74a79,b79c74974c7,7874c748747974,894d789c787,9a78d74d78,74a7874h7,b7978c78a9b7,b78e798c7
26 16 c789c747a4c797478b7,91g7974a748c78c7,81a79787848a79748b79d7,a714c7b68e74d797,a71e7a698658b7a4b798,47814974b7687548f789,9a71878a79747854a789894b7,d747a4d78a6a7a48c7,8a7879489478a79a76g7,79878a7479a7a9h74a7,7879d78c798g787,d78d7474a9f78a7,9g797974787479478798,i78b78e74c7,b7a9b79d7847a878974a7,9a78c748b79a74c789b7
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
ccw rotate Simons-ARC-RLE-Image
6 22 1,b2121,a12b1,2b121,1,b1219,21a2a1,121912,a12b1,2a98a1,216182,1612a0,a14029,1242a1,214a12,124a19,a14a12,d19,a1b21,2b191,12b12,a19b1
22 6 d1912a120912929a121,1212e1802d129a1,d1a29181202c12b1,1a2b1212961d412a19,12d1219161212c121,1212a12a1a2b12c12a1
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
rotate CW simons-arc-image
16 6 a78a7b8a7a53878,b8d7a5a378a7,a8a787a5a387a8a7,8a7b8a38a787878,78958j7,89b878d78b7
6 16 87b87,987a87,89a7a8,858b7,c8a7,a78a78,873578,a73578,a78357,b7357,b7835,a78735,8a7873,a7c8,7,a78a78
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Rotate CounterClockwise Simons-ARC-Image
25 14 54c5a25a24c54c545a2,54a5b4b52a5b2545452b5,452b545a45254a24a2a54525,2b5245252b54a25b45b45,252545a2c54252a4a525454,2a5254524a5452a424254a245,4c5252b542c5a4b5a45,4c542a5252c542542b52,b54d5d4c5a4a5252,4a52b5a4a54524542425a4a5,25a4b54c5424a54252a525,b5a252a45a2a5452a542a525,b254a2b5a2545245242a4a5,54a5b25b252454b5a25424
14 25 2b54a5a2c54,25245a4b5a252,b5a424524a5a4,42a452b54a545,c52452a5c2,5454b5a425a42,a5245245a42525,542c42524b5,45454254545245,5c24e524,5b254b5b4a5,52a4a2a54a25a4,c54525454a52,452a5a42a45a25,a2e54a5b2,2542b524c52,a54a54b545452,2a5c2a5b4a5,2a452a52b5b2,54545424c5a2,54524e5242,d52a54242a5,a5252d54525,a4i524,a54b2a4542525
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
ccw rotate Simon-ARC-RLE-Image
18 5 a8a4a80c8f0,c8a4e0b8020,a8d3c8c08a0,b80b8c04a80b8,d8a0f2c8
5 18 b0a8,020a8,a0b8,08a08,08082,,b042,80802,,,,a0380,84380,843a8,48308,483a8,8,
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
Rotate clock-wise Simons-ARC-Image
2 8 4,,,,41,,,40
8 2 4,0b1c4
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
CW rotate SIMONARCIMAGE
5 2 45a45,54245
2 5 54,45,24,4,5
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate counter-clock-wise Simon-ARC-RLE-Image
20 15 6,c64n6,b64o6,a64p6,64q6,g6468h6,f6468i6,e64a8j6,d648l6,c648m6,b6a8n6,a68p6,68q6,6,
15 20 6,,,,,,,,,d68h6,e68g6,d6468f6,e648f6,f648e6,g648d6,64f648c6,a64f68c6,b64f68b6,c64f68a6,6
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=medium
rotate CCW Simons-ARC-RLE-Image
12 2 a6d150505,505c0c10
2 12 50,01,51,01,51,10,,,,15,60,65
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
CW rotate SimonsArcRleImage
12 28 g39b3,939c393b5,a9c3a939a3,39d3a9393,9b3b595393,3a939a39a393,a3b9b39393,9b35b39593,a3a9b3953a9,d35c393,e39b393,,353a9c3913,5a35c35913,a3939c3919,9a39d3913,a3939c3913,535e3913,c39b35913,e39a5913,9a39g3,3939f39,d35b39a3,d39a39a39,c3a5d39,a39a3a939393,9b35a35c3,53a593953595
28 12 59d39a353935d39a393a93,e39g35e393a9a3,539f35939d393a9b393,5d3a9c39359b3939e3,9535d39393939c35a95c3,a39595k35c35c3,939d39f3a9d3539a3,a5e35i39a3d93,a3939b3a5c35c35a9359a39,5c39a3g9c35c3953,939d3g1h9353,5a3a939e39d39e353
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate CounterClockwise SimonsArcRleImage
17 29 2e74f7a4,474d74742a7474,47a47b474d724,a74a727427474a741,74b74a74c7b41,7a4a7d47427414,7b4a74a7a47b417,2a7a472a4747471a7,b72a74a727a471a4,7474b74d71b4,a7a4e74741747,a7a4747a474714a74,74a74a7247a412a74,4a7474d714b74,42a7a47a4741a42a7,74b74b74174b74,4h71c7a4,4a74747a41c7474,7a47a4a7414a74b7,a7b47471247b4a7,4a7a47271a7274a74,c4a7414a747a472,7a47a4717a4c747,4c7414f747,2474a717272c747,g74d7427,b747474b72d7,474b74747b47474,7474b7a4a724a747
29 17 b4a14a7a47b47b4a742d747,472a4a17b4d74d7b42a74,74a7b4a14c72a747474b74747,c7474a7a14274b7c4f7,b7472b474a1b4b74f7a4,72b74a74b74a1d724c7242,7474a7a4a7b474a17a4a7472a747,a74a7a472e747a12a74e7,7472a474b7a474a7a4a14a7247a4,47a474747474274a74b7a14a7474,a74a7a424i74247a1a747,a742a4d747b47a4b7a4a74a7,f74c7474b7b474e7,a74b7a42b474b747b4a747474,7b47a4b7a4e7a47a4c747,c7b4a74a74724a74a7a474b74,2a4c72d7a47a4a7a4742a747
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
Process SIMONARCIMAGE and return the clockwise rotated
17 28 e1b31313b13,6e0a1a3c1a3,6131a31f0131,63c13a13e13,6313a13a13b13b1,6a3b13b1a31a313,6c313e13b1,6a3b13i1,361313b13e13,16a13c13a13a131,3613d13e13,16d1a3a13d1,163a1c31c3b1,16a3a1313a131a313,1631a3b1c31313,163f1a313131,16c13a13a13a131,36c131a3c1a31,373a13c1313a131,173f1a3a13a1,1763b1c3a13131,17613b1a3e13,3173e1a3a1313,137a31a3e1a31,1373g131a31,a1731a3c1b3b1,3c131d313b1,b3a13a13a1313a13
28 17 a3b13b1a3e1313f61,3a1a31c7i6d3101,31c7a6a3a1c3c1b3a1301,a1c313e13a13131313a101,c1313e13c13a13b1301,b3e13b1313b13d1301,a1313d1a3a1a3c1d3103,13a13a13f1a3g1013,a3c1a3a13b1b3g1013,13c1a3a1a313b1b3b1a3031,13b131b3a1a313e13a10a3,b3a13a13b1d3d13a10a1,a1a3d13131313a13e1013,b3c13c131a3d1b310a1,b1b3a1313a1a3f13d1,b1a3a131c3d13e1a31,3c1a3e1a3a1313a13131a3
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate counterclockwise SIMONSARCIMAGE
9 14 746474747,7346b743,7436b474,a43763b4,47476a7a4,057a464a7,4a0a56b4,a4704a537,347407534,a474705a4,47474a757,474a7b47,74a7a4b3,4343b7a4
14 9 73b4747a4a734,a47a474a345434,a7a47a4b57437,47437a65707a47,a74a6454074747,4a6a7450a4b73,64a3470b7a474,43a4750b4a743,b7a40a43b474
dataset=image_deserialize group=rotate_ccw image_width=small image_height=medium
Rotate clock-wise SIMONSARCRLEIMAGE
29 28 40a4c04b04a0b4b04e04,404a04a0a4a0a4d04a0a4b0a4,40b4a0a4a040b4040b4b0c4,a0a40a4c04c0a40404a0d4,b0b4e04b0b404c0a404,a04a0d4c040d40c40a4,0e4c04a0b404040b4c0,c040b4a0a40d40a4a0404a0,a40b40a4a0d404a0a4a0d4,a4f0a4a0a4d0b404a0a4,40e40a404a0c4a04d0a4,0c40a4c0a404a0404a04b040,0a4d0d404b0b4a04040a4,4b04f0a40b4a0b40a4040,0404b04b0d4b0e4c0,a04a0c40c4c0404a0404a04,4a0a4e0d4a0a4b0a40a40,40b4c0e40a4a04a0a4c0,a0a4a04a04b0d40b4a0a4040,a0a4d0404040d4e04a0,404a0a4a04040b4040a40c40a4,0a4a0c4b04040a4b0a4a0b40,b404a040b404a0a4a040a4a04a0,f04b0a4c0b4a0c4b0,40e4a0b40404a04b0a40a40,a404a0a4d040b40a4b04a0a4,a0a4a04040b40a40a404a0b4a04,0c40a40a4b04a0a404c0b40
28 29 a0a40404a0a4a04a0b4d0b4,404a0a4e040a40a404e0,a4040e404a0b4b0a40c4,c4c0c404a0a404040b404,4a0404c0a4a040a40b40404a0,b04a0a4c04c04040c4040,c4a0a404a04b0a4a0b404b0,40d4d0a4a0a40a404a04a0,04c04d04a04b0a404a0b4,4c040c4c040a4b04b040,a40404c0404a040a4h0,040b40a40c404b0b4a0a4a0,040a404b0g40a4a04a0a4,a04a040g4040a4d0a40,a404a0a40b40404a0d4a04a0,0a4c0b4040a40a40b4b0404,a0a40a40b4b04a04a0d4a04,b40f4b04a040a40c404,a4a04b04a0a4a0b4a0c4c0,a0b4a0b4040404e040b40,b4a04040a40d40e404a0,e04a04b0a4a0c4b0a404,c0c4d0a4b04a0a4b040,040b404a0c40a4c0a4b040,0c4a040b40a4b0d404b0,a4a040a404a040a4b04a0c4a0,4a040a404a04f0a4a0b4a0,40a4a0a40404a0e4a040b40,0a4c04c04a040b4a0e4
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate counterclockwise SIMONSARCRLEIMAGE
22 26 107b0708708108b08010,1a01a018a0108087e0,a717b07b01d010180,e0818a787818c087,a701a81b01e0107a0,0b87101f01018b0,b07107d07b07d0,7a08a07078a07a0a7b018,b01b080107a0a17170a8,b0a1080817108a01b078,07a08c0780a8e078,8018701708d0a870708,871010a7b07d01a070,b0a18a7b01a081d08,7107070d108087b0a1,01c0801057a8080718a7,78b70817a0a5d08a07,a8a080c8781a5c0180,81a07b080181a0a5187a0,101807801a781a0195c0,71f087b0a91d0,d0b18b0a9e010,g070a9f0807,1b078a0a908a017017a07,c070a9b010a8a070b1,718d07d0708b081
26 22 b07b0d8081a7d0a7a1,10a8b018a70701708b01a018,a0107e07b08017b08010,8c08a07e01808c07a0,a010a1a01a071a07a015b0170,e0b7108a07b0591c08,070801071a0801a8a0519a07a0,a801c01c08b05a09a0187,b08d0a8b0a805b09a080,1807a0a7a08c085b109c0,8018c071a07a175b8a09810,01071c078b015071a709b0,7a07b08a178a01a08078a09a0,8a08b0708c0a17a81087907,087101a08a0b71018b01a090,710810a70801a70b80801a090,c081f087c070108a0,c0871a0187a1a0787c0a70,01701878a10801707a08e0,701a08d0a1b07a01d08,a07078c07070a1a8101c01,a1707a07b0a80707a817a0107
dataset=image_deserialize group=rotate_ccw image_width=large image_height=large
Process Simons-ARC-RLE-Image and return the counter clock wise rotated
15 10 40a810a84a80208,808310b82a82a8,8083162d8a08,a8301f6a04,a0321i2,a0a81048a6d8,82a80b828a6808,a80808080b8a60,4i80486,a80b8480a80b8
10 15 b842a8068,08a02806a8,a2a02a8648,0a862868a0,b86286b8,828626c8,4a86262080,b862d8,a826248084,a0a620c8,e1a0a8,8a302d8,b8a3a8080,b08a02b8,4b8a0a848
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=small
ccw rotate SIMONARCRLEIMAGE
18 26 2a52a52b51f5,2c52a527105a2515,a52d571b50c5,5015152751b50c5,2c517251b5a02a5,71b57a5152502c5,17a571501a504d5,a5a72b51a04a52a05,526575051a54a0a525,b565751a5451a0252,a2a562a7a54f5,521a56a17452b52a5,a51a561057e525,51515a8541a7c520,a1a5a25c827d5,a5125254215b85015,a5152a5452b5a0510,a5150542g525,b51a541d52c5,a50154c52a52a525,5251541c520d5,a5254a50b51b50a5,2b54a52c52c51,g51c51a505,a512a5250g51,f52a51c5051
26 18 h52b50a50d515a1,51d502b5a25a1252b50a5,c52a505252b50d50b50,52a50a5250e50h5,52b02a5a0d5805a2b51a5,d504501c578c5052b5,50c50a4a525728c521c5,a1b52505a4a578c52d51,57b1a50b5471812h5,527a5c1a575482f5105,b57250a5171058a421a502a52,2a527b5057a18b5a451b525,52a5171a572a68a2b5a4d5,b51a572756b52520b5a4b5,2e5756b5152a5b1b525,a521b576a5a1a5b15052a515,b50517525a25a1d52d5,a2a5271b52b51f52b5
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=large
rotate CW SimonsRLEImage
8 17 a4a2b42,a4b2424,24b2a42,242424a2,42424b2,c2a424,b2b424,2424c2,a4a2b42,b2a4842,a42a48a2,4a2d4,b2424a2,d4b2,a424b24,24242b4,42c4a2
17 8 42a42a424b24a2a4,2b4a242a4b2c4,4a24g24c2,g42a4a24b2,4a242c42b4b24,a4a2a4a842a42c4,24b242a4d2424,2a4a24c2a4b242
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate counterclockwise SimonsArcRleImage
22 23 8,o81d8,n81a8a5a8,a86j841a5c8,a863h84a5e8,b86f8b5g8,b863c8b541g8,b863a8a58541h8,c8635b8581h8,c86c8581i8,c86b8581j8,d8685a81j8,d865a82k8,e8682l8,d8562m8,c8526n8,b852a86m8,b85b86m8,a85c86m8,85e86l8,g86l8,8,
23 22 8,,a85s8,,b85r8,8185r8,a8a15q8,b845q8,c8451o8,d854a1m8,d8a5481l8,e8b58a1j8,e85a85a82i8,f85a85a82d8a6a8,f85b85a828b6c8,g85b85b6f8,g83a8a6852f8,e8a3b6c852e8,c83b6g8a5d8,b8a6l85c8,r85b8,8
dataset=image_deserialize group=rotate_ccw image_width=large image_height=large
cw rotate Simons-ARC-RLE-Image
19 26 4249a42c4a2c429,a42c4a2e42b4,d42c424a2c49,b4a2b42a4242b424,a49242e429292a4,42e424249472b4,a42d42c40a3429,249b42a94c394949,a49a424b324042a424,9c4a32c40e4,c42d42042c42,42429a49a40g4,42a429a4240b2a9b4,b424a2a40d4a2a4,b4242a420c4b2a4,a429a424024249d4,4a242a40a4242c424,c42a40e42a4a2,a42b404242a4a29b4,49c404a24a2a424a2,b424092a492c4b2,d424a9b42e4,e4242b9b42492,2e4a2a4b94a2a4,a242d42b42a92a4,h42b4242b4
26 19 4a2l4942f4,42c49a42b4a2d42c42,f424a2e4a9249a424,42b42c49a242e4a2a49,g4a2b4292e42b4,c420d4a29a432b4242a4,b4249a0a4242b4342e42,a42492a4a0c494239d424,a4a294a2a40242b439a242424,a249a42b42a0c43g4,b49494242b4a0242342a42a4,a4a94a2b42a4240a43b42a42,a494242a42b42a4a034924242,a29c42a49a4242a43049a2a4,49d4a2a4249b429372c4,29a2a429b4a29d4329a424,4a2a42d4a2d49a42c4,b494a24a2f4242a42a42,b424a242e42a4a9b4949
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
process Simon-ARC-RLE-Image and return the ccw rotated
12 16 9a08e0a9,a08h0,09a080a8a080,808a08a08a08,a080808b090,089b089c0,a09b0a809a0,d0809c0,a8d080808,8b08c0a80,a08b0b8080,a08d09a08,c0a808c0,08a08f0,80908a080808,d0a8b080
16 12 9a08c08a08a080,90809c0a8c08,e090a8c080,b08e089c0,a08a098980808080,a080b8b08c08,b08b08c08a08,a0808c08a0b80,8n0,080a8a9b0a8a090,a09a08a08c08a0,9a08c0a8c080
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=medium
Rotate ccw SIMONARCRLEIMAGE
30 10 181r81a8b1a8,i81a8181g8b1b8,h81b85b1j818,b81a81f8a51h81b8,k818a1a5b1g81,8a1d8181a80b98a581g8,f813b0e781a5a8a1a818,81a8c3i8c75a1c81,a8a3d81f81a8181d818,b81a81c81b81c81g81
10 30 c81a8181,a81b81818,1h8,a181e8,a1c81b8,81c8a1a8,f81a8,1e8518,d8157a8,c81857a1,c81517a8,c81587a8,c8587818,a8a1597b8,8a15197a81,a815197b8,815a807b8,c8187b8,e80a81,81b810b8,a81b80818,d813b8,e813a8,b81b8381,f83a8,,b81c831,1c81a838,d8181a8,1h8
dataset=image_deserialize group=rotate_ccw image_width=large image_height=small
Rotate clock-wise SimonsArcRleImage
7 28 d797,b747a1,1a74a79,79149a7,71741a7,7184b7,a784b7,,a784a71,a784b7,9784b7,a784b7,7874b7,,,,b749a7,b74b7,,9a74717,b74797,a794717,b74b7,,,71d7,,c79a7
28 7 g79g79f71a7,7a1h7c8e7a19b7,e79h7f871b7,b7w47,9i79j719b7,e7191p719,r71d7917
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Process Simon-ARC-RLE-Image and return the counter clock wise rotated
5 21 b757,5,a7575,7a5a7,,a5757,75b7,c57,5a757,c57,5a767,65057,75207,a7527,57527,7a507,a5707,75057,a5057,b5a7,c57
21 5 7a5q7,a5b757b5650a2a0a575,7c5a7575702b57a0a5,757d5757a5a7e5,75b757c56a75757b5
dataset=image_deserialize group=rotate_ccw image_width=small image_height=large
Rotate counterclockwise SIMONSARCRLEIMAGE
23 12 c10b1b919d19a120,a12f1b9a0d12a1,b12a91f8361210b1,2e62d1319a12a9a1,12a1412a191a3a1a9a1a901,1b24921913219a1919c1,c1429a132019d10a10,b1a941a3e192c1a9,0a10143a191010a12a1a9a1,a90a14a2e10b9d1,b12i109c10a1,2102b19b19a121a02b19
12 23 0d109b19,2b10a19c1,121a9b19101,a10a91019b1,9a1219d12,a12e1910,c1a91a2910,a16a9a191a91,103e1a02,10831a910b1,a9813f1,198132010a19,a98a132d1,918191319b1,918a1913c1,a182b131219,b16a29132a1,a196192b4a1,0196b49c1,a126121901a2,121612b1010,b16a2b19a1,b12c10912
dataset=image_deserialize group=rotate_ccw image_width=large image_height=medium
process SIMONARCIMAGE and return the cw rotated
21 29 0,,,,,q03a0,p023a0,o0203a0,n02b5a0,k0c5d0,g0c502f0,d07a5c02g0,e07d02g0,f07b02d06b0,g0402e06b0,g042f06b0,g024g06a0,f0204c0a1a06a0,e02a04b07a0a16a0,i04a07c06a0,i0407g0,,j07h0,,0,,,,
29 21 0,,,,,p07j0,i02d075j0,j02b0705j0,k02a4b05i0,i0b42c05i0,f0b4c02b05i0,d0a7g02a05i0,f0a7f0a205h0,h0a7f025h0,j01f05h0,j01f052g0,i01h052f0,i01a0b6c0502e0,h0c6f05b3d0,0,
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
rotate CCW Simons-ARC-RLE-Image
6 19 892852,892b5,5a2828,9832a8,8a3598,8a39a8,873985,97a3a2,27a3a8,925382,8a2325,a98362,598386,825236,252836,a29536,2a8926,89a896,25c8
19 6 25c8528252e68,a5289a82a8268b3298,85825a9e32859a8,b2e352a8529b8,a928a3b7a2a9252895,a859b89298958b282
dataset=image_deserialize group=rotate_ccw image_width=small image_height=medium
ccw rotate SimonsArcRleImage
21 23 0a8a08080a8a08f0,08r0,d0a8d08e080,f08b0808b08b0,m0808c0,b08a0808k0,8c08c08080808c0,a08c08b08c08c0,a0808c0a808g0,0a8n0a80,a0808b08f0a8b0,p08080,08d08a08f08a0,a08g08a08e0,c08h0a8c08,0808a08e08e08,a0808j08c0,g08e0a8b08,g08a0a8c08a08,a08c0a8e08d0,a08a08a0808d0a8b0,8c08b08j0,8a08d08c0a80a808
23 21 m0a80a8b08,a08e0808j0,h08a08h08,b08e0a8e080808,c080a8a08d0a8a08a0,m08a0808a08,c0808e0a8f08,8a08j08f0,a08b0808h08c0,b08b08d08c08c0,8d0808b08f08a0,8f08k0a8,d08c08e0c8a0,8a08b08c08e08b0,a08a08h08f0,808b08l0a80,g0808b0808e0,d08h08e08,8e0c8a08a08a0a8a0,a8f08a08a08f0,e08m0a8
dataset=image_deserialize group=rotate_ccw image_width=large image_height=large
cw rotate Simons-ARC-RLE-Image
21 6 4,b4a6g5g4,a48h46g5,48r4,,8s4
6 21 8d4,4a8b4,b48a4,c464,,c454,,,,,,,b4654,b45a4,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
process Simons-ARC-Image and return the ccw rotated
20 12 a0q5,a5c0m5,c5a3c0i5,e5a3a5b0f5,g5a3b5c0b5,i5a3c5b75,i5a4c7c5,e5c4a7a5a3c5,a5c47h5a3a5,a47n5a3,5,
12 20 h53a5,d57b53a5,d57a53b5,c507a53b5,c50573c5,,c5057d5,b50a57d5,b505347c5,,a5053a54c5,,a503b54c5,a503b547b5,503d54b5,,50e54b5,50e547a5,0g54a5,
dataset=image_deserialize group=rotate_ccw image_width=medium image_height=medium
Rotate Clockwise SimonsArcRleImage
26 8 9,p90g9,,q90f9,,r90e9,,s95d9
8 26 9,,,,,,,,,,,,,,,,,d9a09,b9a0b9,9a0d9,5f9,9,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate counterclockwise SIMONSARCRLEIMAGE
4 3 8047,1a39,b54
3 4 794,435,035,815
dataset=image_deserialize group=rotate_ccw image_width=small image_height=small
Process Simon-ARC-RLE-Image and return the clockwise rotated
29 6 t3a4e3,p3c4g3,i3d0a4c5g3,h3458b5g0e4,c3e54o8a3,c5b4d385n3
6 29 5d3,,,,45c3,,,35c3,,354b3,3450a3,3a80a3,a850a3,5850a3,3850a3,3804a3,,380543,,,,380a34,,384b3,,,,a34b3,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
rotate CW Simons-ARC-Image
6 2 607a36,9a0a90
2 6 96,0,07,93,,06
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate clock-wise Simons-ARC-RLE-Image
23 14 1,,,,,,,,,,,,,
14 23 1,,,,,,,,,,,,,,,,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
End of preview. Expand in Data Studio

Version 1

Have dataset items that are somewhat evenly of each type. The LLM learned some of the types fine. However rotated images are causing problems. The image sizes are between 1 and 10 pixels.

Version 2

Here the majority of dataset items are rotated images. Since this is what my LLM is struggling with. Smaller images. Here the image sizes are between 1 and 5 pixels. This helped a lot on the validation loss.

Version 3

Main focus is now on count_same_color_as_center_with_8neighbors_nowrap and image size 1-6. Which the LLM has struggeld with in the past, maybe due to too big image sizes. Struggles somewhat with the count_same_color_as_center_with_8neighbors_nowrap.

Version 4

I'm trying smaller images again. Here the image sizes are between 1 and 5 pixels. Added same_color_inside_3x3_area_nowrap that checks if all surrounding pixels agree on the same color, maybe that have some synergy with the count_same_color_as_center_with_8neighbors_nowrap. It helped a little, but it's still not as good at counting neighbors as I would like.

Version 5

I have added a pixels_with_k_matching_neighbors with a k parameter between 1-8. This may help improve on counting the number of neighboring pixels. The image size 1-6. This did indeed help on counting the number of surrounding pixels.

Version 6

Same weight to all the transformations. Image size 1-11.

Version 7

Focus on histogram and k-nearest neighbors. image size 1-12. It seems like the LLM has gotten the hang of it.

Version 8

Focus on histogram and k-nearest neighbors. image size 5-20.

Version 9

Focus on histogram and k-nearest neighbors. image size 10-30.

Version 10

Same weight to all the transformations. image width 10-30. image height 2-5.

Version 11

Same weight to all the transformations. image width 2-5. image height 10-30.

Version 12

Focus on k-nearest neighbors. image width 2-5. image height 10-30.

Version 13

Focus on compres_x, compres_y, compres_xy. image size is 1-10.

Version 14

Focus on histograms and k-nearest-neighbors. image size 5-20.

Version 15

Focus on histograms and k-nearest-neighbors. image size 10-30.

Version 16

Focus on k-nearest-neighbors. image size 10-25.

Version 17

Disabled k-nearest-neighbors, I suspect this is the reason why it converges so slowly. image size 15-30.

Version 18

Disabled k-nearest-neighbors, and compression. image size 15-25.

Version 19

Translate x/y by plus/minus 1. Disabled rotation and transpose. image size 22-30.

Version 20

Focus on k-nearest-neighbors. image size 5-15.

Version 21

Focus on k-nearest-neighbors. image size 8-18.

Version 22

Same weight to all the transformations. image size 8-20.

Version 23

Same weight to all the transformations. image size 5-30.

The LLM is struggling learning this. I'm going to try with small images.

Version 24

Focus on rotate cw, rotate ccw, transpose. image size 2-10.

The LLM is struggling learning this. Despite being small images. I'm going to try with even small images.

Version 25

Focus on rotate cw, rotate ccw, transpose. image size 2-5.

The LLM is struggling learning this. Despite being small images. I'm going to try with even small images.

Version 26

Focus on rotate cw, rotate ccw, transpose, k-nearest-neighbors. image size 1-3.

The LLM is struggling learning this. Despite being small images.

Version 27

Focus on rotate cw, rotate ccw, transpose. image size 1-4.

The LLM is struggling learning this. Despite being small images.

Version 28

Focus on rotate cw, rotate ccw, transpose. image size 1-5.

Version 29

Focus on rotate cw, rotate ccw, transpose. image size 1-6.

Version 30

Focus on rotate cw, rotate ccw, transpose. image size 1-8.

Version 31

Focus on rotate cw, rotate ccw, transpose. image size 1-10.

Version 32

Focus on rotate cw, rotate ccw, transpose. image size 1-12.

Version 33

Focus on rotate cw, rotate ccw, transpose. image size 1-14. The serialize items were using fewer names to identify the dataset, now uses the same names as deserialize.

Version 34

Focus only on rotate cw. All other operations have been disabled. image size 1-30.

Version 35

Focus only on rotate ccw. All other operations have been disabled. image size 1-30.

Version 36

Focus only on rotate cw and rotate ccw. All other operations have been disabled. image size 1-30.

Version 37

Focus only on rotate cw and rotate ccw. All other operations have been disabled. image size 1-30. Using the same image and apply both rotate cw and rotate ccw. My hypothesis is that it will learn better to distinguish between the two rotation types.

Version 38

Argh, the validation loss was seriously bad on this one.

I guess what happened is that rotate cw always was followed by rotate ccw, causing the model to be biased, always expecting the opposite transformation. Now I have suffled the entire dataset. So there are still 50% of each operation, in random order.

Using the same image and apply both rotate cw and rotate ccw. I still think my hypothesis is sound, that it will learn better to distinguish between the two rotation types when it's the same image.

Focus only on rotate cw and rotate ccw. All other operations have been disabled. image size 1-30.

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