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EXP/exp_neurons/subj_1/backbone_log_13:56_2025-10-25.txt

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+LOCAL RANK  0
+PID of this process = 16594
+device: cuda
+Distributed environment: NO
+Num processes: 1
+Process index: 0
+Local process index: 0
+Device: cuda
+
+Mixed precision type: fp16
+
+distributed = False num_devices = 1 local rank = 0 world size = 1 data_type = torch.float16
+batch_size = 120 num_iterations_per_epoch = 36 num_samples_per_epoch = 4320
+Loaded all crucial train voxels to cpu! torch.Size([4320, 2, 13447]) tensor(10.3413) tensor(-9.9517)
+Loaded all crucial test voxels to cpu! torch.Size([1200, 1, 13447]) tensor(4.1178) tensor(-3.3889)
+Loaded all crucial train frames to cpu! torch.Size([4320, 6, 3, 224, 224])
+Loaded all crucial test frames to cpu! torch.Size([1200, 6, 3, 224, 224])
+Loaded all crucial train captions to cpu! (4320,)
+Loaded all crucial test captions to cpu! (1200,)
+Loaded all key_objects_categories to cpu! 4320
+Loaded all key_objects_masks to cpu! torch.Size([4320, 6, 224, 224])
+Loaded all train class_labels_json to cpu! 4320
+Loaded all test class_labels_json to cpu! 1200
+param counts:
+1,887,861,400 total
+1,887,861,400 trainable
+param counts:
+1,887,861,400 total
+1,887,861,400 trainable
+---resuming from last.pth ckpt---
+param counts:
+55,083,008 total
+55,083,008 trainable
+param counts:
+1,945,074,328 total
+1,945,074,328 trainable
+total_steps 1080
+================================== 
+ Checking ... 
+================================== 
+ Trainable: backbone.mixer_blocks1.0.0.weight 
+ Trainable: backbone.mixer_blocks1.0.0.bias 
+ Trainable: backbone.mixer_blocks1.0.1.0.weight 
+ Trainable: backbone.mixer_blocks1.0.1.0.bias 
+ Trainable: backbone.mixer_blocks1.0.1.3.weight 
+ Trainable: backbone.mixer_blocks1.0.1.3.bias 
+ Trainable: backbone.mixer_blocks1.1.0.weight 
+ Trainable: backbone.mixer_blocks1.1.0.bias 
+ Trainable: backbone.mixer_blocks1.1.1.0.weight 
+ Trainable: backbone.mixer_blocks1.1.1.0.bias 
+ Trainable: backbone.mixer_blocks1.1.1.3.weight 
+ Trainable: backbone.mixer_blocks1.1.1.3.bias 
+ Trainable: backbone.mixer_blocks1.2.0.weight 
+ Trainable: backbone.mixer_blocks1.2.0.bias 
+ Trainable: backbone.mixer_blocks1.2.1.0.weight 
+ Trainable: backbone.mixer_blocks1.2.1.0.bias 
+ Trainable: backbone.mixer_blocks1.2.1.3.weight 
+ Trainable: backbone.mixer_blocks1.2.1.3.bias 
+ Trainable: backbone.mixer_blocks1.3.0.weight 
+ Trainable: backbone.mixer_blocks1.3.0.bias 
+ Trainable: backbone.mixer_blocks1.3.1.0.weight 
+ Trainable: backbone.mixer_blocks1.3.1.0.bias 
+ Trainable: backbone.mixer_blocks1.3.1.3.weight 
+ Trainable: backbone.mixer_blocks1.3.1.3.bias 
+ Trainable: backbone.mixer_blocks2.0.0.weight 
+ Trainable: backbone.mixer_blocks2.0.0.bias 
+ Trainable: backbone.mixer_blocks2.0.1.0.weight 
+ Trainable: backbone.mixer_blocks2.0.1.0.bias 
+ Trainable: backbone.mixer_blocks2.0.1.3.weight 
+ Trainable: backbone.mixer_blocks2.0.1.3.bias 
+ Trainable: backbone.mixer_blocks2.1.0.weight 
+ Trainable: backbone.mixer_blocks2.1.0.bias 
+ Trainable: backbone.mixer_blocks2.1.1.0.weight 
+ Trainable: backbone.mixer_blocks2.1.1.0.bias 
+ Trainable: backbone.mixer_blocks2.1.1.3.weight 
+ Trainable: backbone.mixer_blocks2.1.1.3.bias 
+ Trainable: backbone.mixer_blocks2.2.0.weight 
+ Trainable: backbone.mixer_blocks2.2.0.bias 
+ Trainable: backbone.mixer_blocks2.2.1.0.weight 
+ Trainable: backbone.mixer_blocks2.2.1.0.bias 
+ Trainable: backbone.mixer_blocks2.2.1.3.weight 
+ Trainable: backbone.mixer_blocks2.2.1.3.bias 
+ Trainable: backbone.mixer_blocks2.3.0.weight 
+ Trainable: backbone.mixer_blocks2.3.0.bias 
+ Trainable: backbone.mixer_blocks2.3.1.0.weight 
+ Trainable: backbone.mixer_blocks2.3.1.0.bias 
+ Trainable: backbone.mixer_blocks2.3.1.3.weight 
+ Trainable: backbone.mixer_blocks2.3.1.3.bias 
+ Trainable: backbone.backbone_linear.weight 
+ Trainable: backbone.backbone_linear.bias 
+ Trainable: backbone.clip_proj.0.weight 
+ Trainable: backbone.clip_proj.0.bias 
+ Trainable: backbone.clip_proj.2.weight 
+ Trainable: backbone.clip_proj.2.bias 
+ Trainable: backbone.clip_proj.3.weight 
+ Trainable: backbone.clip_proj.3.bias 
+ Trainable: backbone.clip_proj.5.weight 
+ Trainable: backbone.clip_proj.5.bias 
+ Trainable: backbone.clip_proj.6.weight 
+ Trainable: backbone.clip_proj.6.bias 
+ Trainable: backbone.clip_proj.8.weight 
+ Trainable: backbone.clip_proj.8.bias 
+ Trainable: ridge.linears.0.weight 
+ Trainable: ridge.linears.0.bias 
+ Frozen: clipproj.proj 
+ Evaluating Epoch 0 ... 
+ 	test_fwd_percent_correct: 0.08249999753509958 
+ 	test_bwd_percent_correct: 0.03499999875202775 
+ 	text_fwd_percent_correct: 0.0849999962374568 
+ New best test metric: 0.20249999252458412 
+[2025-10-25 13:59:33,357] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 1 ... 
+ 	test_fwd_percent_correct: 0.19499999284744263 
+ 	test_bwd_percent_correct: 0.15416666120290756 
+ 	text_fwd_percent_correct: 0.1674999954799811 
+ New best test metric: 0.5166666495303313 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 2 ... 
+ 	test_fwd_percent_correct: 0.2374999945362409 
+ 	test_bwd_percent_correct: 0.1966666616499424 
+ 	text_fwd_percent_correct: 0.19666666040817896 
+ New best test metric: 0.6308333165943623 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 3 ... 
+ 	test_fwd_percent_correct: 0.26333333055178326 
+ 	test_bwd_percent_correct: 0.24333332479000092 
+ 	text_fwd_percent_correct: 0.19583332600692907 
+ New best test metric: 0.7024999813487133 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 4 ... 
+ 	test_fwd_percent_correct: 0.26916665956377983 
+ 	test_bwd_percent_correct: 0.24249998976786932 
+ 	text_fwd_percent_correct: 0.21833332628011703 
+ New best test metric: 0.7299999756117662 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 5 ... 
+ 	test_fwd_percent_correct: 0.2799999937415123 
+ 	test_bwd_percent_correct: 0.2499999925494194 
+ 	text_fwd_percent_correct: 0.23916666209697723 
+ New best test metric: 0.7691666483879089 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 6 ... 
+ 	test_fwd_percent_correct: 0.2958333268761635 
+ 	test_bwd_percent_correct: 0.2616666555404663 
+ 	text_fwd_percent_correct: 0.25833332786957425 
+ New best test metric: 0.8158333102862041 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 7 ... 
+ 	test_fwd_percent_correct: 0.2866666577756405 
+ 	test_bwd_percent_correct: 0.2616666580239932 
+ 	text_fwd_percent_correct: 0.23499999195337296 
+ Current metric: 0.7833333077530067, best metric loss is 0.8158333102862041 in Epoch 6 
+ Evaluating Epoch 8 ... 
+ 	test_fwd_percent_correct: 0.29666665693124133 
+ 	test_bwd_percent_correct: 0.27166666214664775 
+ 	text_fwd_percent_correct: 0.25833332786957425 
+ New best test metric: 0.8266666469474633 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 9 ... 
+ 	test_fwd_percent_correct: 0.3033333296577136 
+ 	test_bwd_percent_correct: 0.2683333245416482 
+ 	text_fwd_percent_correct: 0.2574999916056792 
+ New best test metric: 0.8291666458050411 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 10 ... 
+ 	test_fwd_percent_correct: 0.3049999922513962 
+ 	test_bwd_percent_correct: 0.2774999936421712 
+ 	text_fwd_percent_correct: 0.2708333184321721 
+ New best test metric: 0.8533333043257394 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 11 ... 
+ 	test_fwd_percent_correct: 0.2983333269755046 
+ 	test_bwd_percent_correct: 0.27166665717959404 
+ 	text_fwd_percent_correct: 0.27166665345430374 
+ Current metric: 0.8416666376094024, best metric loss is 0.8533333043257394 in Epoch 10 
+ Evaluating Epoch 12 ... 
+ 	test_fwd_percent_correct: 0.3099999936918418 
+ 	test_bwd_percent_correct: 0.2891666616002719 
+ 	text_fwd_percent_correct: 0.27416665852069855 
+ New best test metric: 0.8733333138128122 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 13 ... 
+ 	test_fwd_percent_correct: 0.29583332935969037 
+ 	test_bwd_percent_correct: 0.2891666616002719 
+ 	text_fwd_percent_correct: 0.2708333308498065 
+ Current metric: 0.8558333218097687, best metric loss is 0.8733333138128122 in Epoch 12 
+ Evaluating Epoch 14 ... 
+ 	test_fwd_percent_correct: 0.3149999951322873 
+ 	test_bwd_percent_correct: 0.2941666580736637 
+ 	text_fwd_percent_correct: 0.2774999911586444 
+ New best test metric: 0.8866666443645954 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model ckpt!---
+ Evaluating Epoch 15 ... 
+ 	test_fwd_percent_correct: 0.2999999945362409 
+ 	test_bwd_percent_correct: 0.2899999904135863 
+ 	text_fwd_percent_correct: 0.26666665573914844 
+ Current metric: 0.8566666406889756, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 16 ... 
+ 	test_fwd_percent_correct: 0.29333332429329556 
+ 	test_bwd_percent_correct: 0.2941666593154271 
+ 	text_fwd_percent_correct: 0.2724999897181988 
+ Current metric: 0.8599999733269215, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 17 ... 
+ 	test_fwd_percent_correct: 0.28833332657814026 
+ 	test_bwd_percent_correct: 0.27416665852069855 
+ 	text_fwd_percent_correct: 0.27166666463017464 
+ Current metric: 0.8341666497290134, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 18 ... 
+ 	test_fwd_percent_correct: 0.3033333246906598 
+ 	test_bwd_percent_correct: 0.28666666025916737 
+ 	text_fwd_percent_correct: 0.26416666184862453 
+ Current metric: 0.8541666467984517, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 19 ... 
+ 	test_fwd_percent_correct: 0.2999999908109506 
+ 	test_bwd_percent_correct: 0.2983333244919777 
+ 	text_fwd_percent_correct: 0.28083333000540733 
+ Current metric: 0.8791666453083355, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 20 ... 
+ 	test_fwd_percent_correct: 0.3091666599114736 
+ 	test_bwd_percent_correct: 0.2916666616996129 
+ 	text_fwd_percent_correct: 0.2808333250383536 
+ Current metric: 0.8816666466494401, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 21 ... 
+ 	test_fwd_percent_correct: 0.2874999940395355 
+ 	test_bwd_percent_correct: 0.2933333267768224 
+ 	text_fwd_percent_correct: 0.27499998609224957 
+ Current metric: 0.8558333069086075, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 22 ... 
+ 	test_fwd_percent_correct: 0.3008333295583725 
+ 	test_bwd_percent_correct: 0.2924999954799811 
+ 	text_fwd_percent_correct: 0.28166666130224866 
+ Current metric: 0.8749999863406024, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 23 ... 
+ 	test_fwd_percent_correct: 0.29916665827234584 
+ 	test_bwd_percent_correct: 0.28999998917182285 
+ 	text_fwd_percent_correct: 0.2783333249390125 
+ Current metric: 0.8674999723831812, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 24 ... 
+ 	test_fwd_percent_correct: 0.29749998822808266 
+ 	test_bwd_percent_correct: 0.29499999061226845 
+ 	text_fwd_percent_correct: 0.28583332399527234 
+ Current metric: 0.8783333028356235, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 25 ... 
+ 	test_fwd_percent_correct: 0.2991666595141093 
+ 	test_bwd_percent_correct: 0.2933333267768224 
+ 	text_fwd_percent_correct: 0.27833332121372223 
+ Current metric: 0.8708333075046539, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 26 ... 
+ 	test_fwd_percent_correct: 0.3008333245913188 
+ 	test_bwd_percent_correct: 0.29499999309579533 
+ 	text_fwd_percent_correct: 0.28333332017064095 
+ Current metric: 0.8791666378577551, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 27 ... 
+ 	test_fwd_percent_correct: 0.29916665703058243 
+ 	test_bwd_percent_correct: 0.29749999195337296 
+ 	text_fwd_percent_correct: 0.2841666539510091 
+ Current metric: 0.8808333029349644, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 28 ... 
+ 	test_fwd_percent_correct: 0.3008333270748456 
+ 	test_bwd_percent_correct: 0.2966666594147682 
+ 	text_fwd_percent_correct: 0.284166656434536 
+ Current metric: 0.8816666429241498, best metric loss is 0.8866666443645954 in Epoch 14 
+ Evaluating Epoch 29 ... 
+ 	test_fwd_percent_correct: 0.3008333270748456 
+ 	test_bwd_percent_correct: 0.2958333268761635 
+ 	text_fwd_percent_correct: 0.2849999889731407 
+ Current metric: 0.8816666429241498, best metric loss is 0.8866666443645954 in Epoch 14 
+---saved /suanfs/usrhome/hnwang/Neurons/EXP/exp_neurons/subj_1/checkpoints/brain_model_last ckpt!---
+
+===Finished!===
+

EXP/exp_neurons/subj_1/cap_log_13:56_2025-10-25.txt

@@ -0,0 +1,2402 @@
+torch.Size([1200, 3, 256, 256])
+0
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+a woman in a long dress standing in the desert
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+a man and woman sitting on a bed together
+1130
+a man in a white robe standing in front of a window
+1131
+a woman laying on a bed with a man next to her
+1132
+a close up of two hands holding each other
+1133
+a close up of two hands holding each other
+1134
+a woman with her face covered in makeup is sitting on a couch
+1135
+a close up of a bird with a fish in its mouth
+1136
+a large pile of hay
+1137
+a city with tall buildings and a lot of people
+1138
+an aerial view of a large building in the water
+1139
+a pink jellyfish floating in the water
+1140
+a large group of fish in the water
+1141
+a man in a suit is sitting at a piano
+1142
+a hippo swimming in the water with its head out of the water
+1143
+a boat is sitting on the water next to a dock
+1144
+a car driving down a highway with the ocean in the background
+1145
+a woman holding a dog
+1146
+a woman holding a baby in her arms
+1147
+two people are holding their faces to each other
+1148
+a black bull standing on its hind legs
+1149
+a group of people walking on the street
+1150
+a group of people walking on the street
+1151
+a person laying on the beach
+1152
+a table with a lot of items on it
+1153
+a person holding a glass jar with a plant inside
+1154
+a man in a white suit is walking down stairs
+1155
+a man's feet are being held by another man
+1156
+a cow is chasing a dog in a field
+1157
+a hippo is walking in the grass with its head down
+1158
+a woman with long hair and a black shirt
+1159
+a man with a face full of makeup is holding his finger to his mouth
+1160
+a close up of a bunch of pink flowers
+1161
+a purple flower is shown in the dark
+1162
+a group of people standing around a fire truck
+1163
+a woman in a white shirt
+1164
+a man wearing a hat and a scarf
+1165
+a man with his hand on his face while sitting down
+1166
+a truck is driving down the road
+1167
+a car is parked in front of a house
+1168
+a group of people standing in a parking lot
+1169
+a group of people are standing on a beach
+1170
+a gorilla is standing on the beach with its head in the water
+1171
+a bird sitting on top of a rock
+1172
+a mountain range with a bird flying over it
+1173
+a city with a lot of buildings and a lot of people
+1174
+an aerial view of a city with tall buildings
+1175
+a group of people standing around a table
+1176
+a path through a forest with trees and plants
+1177
+a road with a body of water on the side
+1178
+a river with a bridge over it and trees in the background
+1179
+a man's bare feet are in the water
+1180
+a close up of a dog with its head turned to the side
+1181
+a man with a beard and a hat is in the middle of a field
+1182
+a group of people standing in the water near a truck
+1183
+a view of the ocean from a hillside
+1184
+a plane flying over the ocean with clouds in the sky
+1185
+a person is standing in front of a mirror
+1186
+people are standing around in a large building
+1187
+a group of people walking on the beach
+1188
+an older man is hugging another man at a golf tournament
+1189
+a group of people dressed in white and black
+1190
+a group of people standing around a barber
+1191
+a woman is kissing a dog on the head
+1192
+a woman talking to another woman in a pink shirt
+1193
+a plate with a bunch of food on it
+1194
+a building with a roof
+1195
+a man in a suit and tie
+1196
+a man with a beard and a gun in his hand
+1197
+a car driving down the road with a blurry image of the car
+1198
+a car driving down the road
+1199
+a car is driving down the road with a motorcycle behind it
+ Saved to EXP/exp_neurons/subj_1/frames_generated_enhance/pred_test_caption.pt 

EXP/exp_neurons/subj_1/checkpoints/brain_model_prior_last.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:019a0b87ee3a40700ab99bb161b6888bc10b55cb95de335b260a59c831e9ff84
+size 12749960212

EXP/exp_neurons/subj_1/eval_res_enhance.txt

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+ Evaluating results from: ./EXP/exp_neurons/subj_1/gen_videos_enhance 
+pred shape: ((1200, 6, 260, 259, 3), 255, 0)
+gt shape: ((1200, 6, 260, 259, 3), 255, 0)
+ ======== Video-based ======== 
+ 	-------- Sematic-level -------- 
+ 		 2-way: 0.8580999999999999 ± 0.02492798568090933 
+ 		50-way: 0.25675833333333337 ± 0.01639440458655447 
+ 	-------- ST-level -------- 
+ 		 CLIP-pcc: 0.9320427318678962 ± 0.037141458850475366 
+ ======== Frame-based ======== 
+ 	-------- Sematic-level -------- 
+ 		 2-way: 0.8058194444444444 ± 0.027952609321129345 
+ 		50-way: 0.20466805555555556 ± 0.01526836914416821 
+ 	-------- Pixel-level -------- 
+ 		 SSIM: 0.3757245427517876 ± 0.13288418790204495 
+ 		 PSNR: 9.595646024003159 ± 2.1556432914451036 

EXP/exp_neurons/subj_1/frames_generated_enhance/pred_test_caption.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ae7c6cf6f347fb04b8194eaa8728aed2ae224a87958e111d25b67d30da869d9c
+size 404296

EXP/exp_neurons/subj_1/frames_generated_enhance/pred_test_caption_self.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8c3f71016576e3d56749164bfa229fbf32a50fe444e9d4614dc91ac6c94dcab1
+size 490780

EXP/exp_neurons/subj_1/frames_generated_enhance/recon_videos.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:120e856cc882856f28160515a092e10d4c038f2d29a7229bd9482ba6af8e70ba
+size 2167604405

EXP/exp_neurons/subj_1/frames_generated_enhance/video_subj01_all_gts.pt

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+version https://git-lfs.github.com/spec/v1
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+size 4335207697

EXP/exp_neurons/subj_1/frames_generated_enhance/video_subj01_all_recons.pt

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+version https://git-lfs.github.com/spec/v1
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+size 943719788