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Does batch processing help during inference mode (not training)? #609

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WhaSukGO opened this issue Jul 28, 2023 · 0 comments
Open

Does batch processing help during inference mode (not training)? #609

WhaSukGO opened this issue Jul 28, 2023 · 0 comments

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@WhaSukGO
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WhaSukGO commented Jul 28, 2023 •
edited

The length of serve_test_13.mp4 is 4 seconds long, (1920 x 1080).

I've noticed the inference speed reaches about 3000, but it takes 4~6 seconds to process the entire video.

Does batch processing help during inference mode (not training)?

It seems decoder is not optimized for batch processing.

$ time python3 -m openpifpaf.video --source ./serve_test_13.mp4  --json-output --checkpoint shufflenetv2k16 --instance-threshold 0.3 --force-complete-pose --scale=0.3 --trackingpose-track-recovery --video-fps 30 --batch-size 10 --long-edge 400 
INFO:__main__:neural network device: cuda (CUDA available: True, count: 1)
INFO:openpifpaf.decoder.factory:No specific decoder requested. Using the first one from:
  --decoder=cifcaf:0
  --decoder=posesimilarity:0
Use any of the above arguments to select one or multiple decoders and to suppress this message.
INFO:openpifpaf.predictor:neural network device: cuda (CUDA available: True, count: 1)
INFO:openpifpaf.show.animation_frame:video output = None
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 1, loop time = 1121ms (pre = 4.0ms, post = 0.4ms), FPS = 0.9
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 2, loop time = 0ms (pre = 3.2ms, post = 0.2ms), FPS = 2906.9
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 3, loop time = 0ms (pre = 2.2ms, post = 0.2ms), FPS = 3247.8
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 4, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3542.4
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 5, loop time = 0ms (pre = 2.3ms, post = 0.1ms), FPS = 3493.2
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 6, loop time = 0ms (pre = 1.7ms, post = 0.1ms), FPS = 3715.6
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 7, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3733.3
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 8, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3807.9
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 9, loop time = 0ms (pre = 1.7ms, post = 0.1ms), FPS = 3639.9
INFO:openpifpaf.predictor:batch 0: no-file-name
INFO:__main__:frame 10, loop time = 0ms (pre = 2.4ms, post = 0.1ms), FPS = 3695.9
src/openpifpaf/csrc/src/cif_hr.cpp:102: UserInfo: resizing cifhr buffer
src/openpifpaf/csrc/src/occupancy.cpp:53: UserInfo: resizing occupancy buffer
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 11, loop time = 64ms (pre = 3.3ms, post = 0.3ms), FPS = 15.7
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 12, loop time = 0ms (pre = 3.2ms, post = 0.2ms), FPS = 2670.5
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 13, loop time = 0ms (pre = 2.6ms, post = 0.1ms), FPS = 3508.6
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 14, loop time = 0ms (pre = 3.4ms, post = 0.1ms), FPS = 3711.6
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 15, loop time = 0ms (pre = 2.7ms, post = 0.1ms), FPS = 3891.2
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 16, loop time = 0ms (pre = 2.6ms, post = 0.1ms), FPS = 3662.8
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 17, loop time = 0ms (pre = 2.7ms, post = 0.2ms), FPS = 3228.0
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 18, loop time = 0ms (pre = 2.7ms, post = 0.3ms), FPS = 2518.6
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 19, loop time = 0ms (pre = 2.7ms, post = 0.2ms), FPS = 2838.3
INFO:openpifpaf.predictor:batch 1: no-file-name
INFO:__main__:frame 20, loop time = 0ms (pre = 2.9ms, post = 0.2ms), FPS = 2983.4
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 2: [17, 13]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 21, loop time = 61ms (pre = 2.6ms, post = 0.3ms), FPS = 16.3
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 22, loop time = 0ms (pre = 3.1ms, post = 0.2ms), FPS = 2795.2
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 23, loop time = 0ms (pre = 2.3ms, post = 0.2ms), FPS = 3443.3
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 24, loop time = 0ms (pre = 2.5ms, post = 0.2ms), FPS = 2198.6
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 25, loop time = 0ms (pre = 2.3ms, post = 0.1ms), FPS = 3855.1
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 26, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3949.2
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 27, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3850.3
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 28, loop time = 0ms (pre = 2.2ms, post = 0.2ms), FPS = 3436.6
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 29, loop time = 0ms (pre = 2.3ms, post = 0.1ms), FPS = 3715.1
INFO:openpifpaf.predictor:batch 2: no-file-name
INFO:__main__:frame 30, loop time = 0ms (pre = 2.3ms, post = 0.1ms), FPS = 3700.6
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 31, loop time = 60ms (pre = 2.0ms, post = 0.3ms), FPS = 16.8
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 32, loop time = 0ms (pre = 2.0ms, post = 0.2ms), FPS = 3102.4
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 33, loop time = 0ms (pre = 1.9ms, post = 0.1ms), FPS = 3658.8
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 34, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 3509.1
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 35, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3674.0
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 36, loop time = 1ms (pre = 2.1ms, post = 0.3ms), FPS = 1817.4
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 37, loop time = 0ms (pre = 1.9ms, post = 0.2ms), FPS = 2936.4
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 38, loop time = 0ms (pre = 2.9ms, post = 0.2ms), FPS = 3446.4
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 39, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3885.1
INFO:openpifpaf.predictor:batch 3: no-file-name
INFO:__main__:frame 40, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 2752.4
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 41, loop time = 59ms (pre = 2.8ms, post = 0.4ms), FPS = 17.1
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 42, loop time = 0ms (pre = 3.0ms, post = 0.2ms), FPS = 2129.4
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 43, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 3285.3
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 44, loop time = 0ms (pre = 2.4ms, post = 0.1ms), FPS = 3912.1
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 45, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 4001.0
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 46, loop time = 0ms (pre = 2.9ms, post = 0.2ms), FPS = 3724.8
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 47, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3417.9
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 48, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 4051.5
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 49, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 4050.8
INFO:openpifpaf.predictor:batch 4: no-file-name
INFO:__main__:frame 50, loop time = 0ms (pre = 2.4ms, post = 0.1ms), FPS = 4050.4
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 2: [17, 14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 51, loop time = 62ms (pre = 2.5ms, post = 0.4ms), FPS = 16.0
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 52, loop time = 0ms (pre = 3.0ms, post = 0.3ms), FPS = 2302.5
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 53, loop time = 0ms (pre = 2.0ms, post = 0.2ms), FPS = 3389.3
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 54, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3644.9
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 55, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3875.8
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 56, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3865.2
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 57, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 2172.8
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 58, loop time = 1ms (pre = 2.4ms, post = 0.3ms), FPS = 1903.2
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 59, loop time = 0ms (pre = 1.9ms, post = 0.2ms), FPS = 3265.6
INFO:openpifpaf.predictor:batch 5: no-file-name
INFO:__main__:frame 60, loop time = 0ms (pre = 1.8ms, post = 0.1ms), FPS = 3866.1
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 61, loop time = 66ms (pre = 2.7ms, post = 0.3ms), FPS = 15.2
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 62, loop time = 0ms (pre = 3.8ms, post = 0.2ms), FPS = 3336.8
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 63, loop time = 0ms (pre = 2.8ms, post = 0.1ms), FPS = 3790.4
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 64, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3856.8
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 65, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 4023.9
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 66, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3796.0
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 67, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3901.7
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 68, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3724.5
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 69, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3792.7
INFO:openpifpaf.predictor:batch 6: no-file-name
INFO:__main__:frame 70, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3894.4
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 71, loop time = 61ms (pre = 3.9ms, post = 0.4ms), FPS = 16.4
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 72, loop time = 0ms (pre = 2.7ms, post = 0.2ms), FPS = 2890.7
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 73, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3436.5
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 74, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3892.1
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 75, loop time = 0ms (pre = 2.3ms, post = 0.1ms), FPS = 3711.7
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 76, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3796.6
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 77, loop time = 1ms (pre = 2.0ms, post = 0.5ms), FPS = 1370.7
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 78, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3221.0
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 79, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 3757.2
INFO:openpifpaf.predictor:batch 7: no-file-name
INFO:__main__:frame 80, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 4018.0
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
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INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [17]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 81, loop time = 56ms (pre = 2.6ms, post = 0.3ms), FPS = 17.8
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 82, loop time = 0ms (pre = 2.8ms, post = 0.2ms), FPS = 2688.7
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 83, loop time = 0ms (pre = 2.0ms, post = 0.2ms), FPS = 2965.7
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 84, loop time = 0ms (pre = 2.0ms, post = 0.2ms), FPS = 3074.1
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 85, loop time = 0ms (pre = 2.0ms, post = 0.2ms), FPS = 3028.0
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 86, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 3246.1
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 87, loop time = 0ms (pre = 1.9ms, post = 0.2ms), FPS = 2913.3
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 88, loop time = 0ms (pre = 1.9ms, post = 0.2ms), FPS = 2670.6
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 89, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 2850.4
INFO:openpifpaf.predictor:batch 8: no-file-name
INFO:__main__:frame 90, loop time = 1ms (pre = 2.1ms, post = 0.2ms), FPS = 1627.0
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.decoder.cifcaf:annotations 0: []
INFO:openpifpaf.decoder.cifcaf:annotations 1: [13]
INFO:openpifpaf.predictor:batch 9: no-file-name
INFO:__main__:frame 91, loop time = 73ms (pre = 3.9ms, post = 0.3ms), FPS = 13.6
INFO:openpifpaf.predictor:batch 9: no-file-name
INFO:__main__:frame 92, loop time = 0ms (pre = 3.4ms, post = 0.0ms), FPS = 15626.5
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INFO:__main__:frame 93, loop time = 0ms (pre = 2.6ms, post = 0.0ms), FPS = 27143.7
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INFO:__main__:frame 99, loop time = 0ms (pre = 2.0ms, post = 0.0ms), FPS = 24159.3
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INFO:__main__:frame 100, loop time = 0ms (pre = 2.5ms, post = 0.1ms), FPS = 3723.0
INFO:openpifpaf.stream:no more images captured
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [16]
INFO:openpifpaf.predictor:batch 10: no-file-name
INFO:__main__:frame 101, loop time = 55ms (pre = 2.2ms, post = 0.2ms), FPS = 18.1
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INFO:__main__:frame 102, loop time = 0ms (pre = 2.5ms, post = 0.2ms), FPS = 3312.3
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INFO:__main__:frame 103, loop time = 0ms (pre = 2.6ms, post = 0.1ms), FPS = 3731.3
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INFO:__main__:frame 107, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 4214.1
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INFO:__main__:frame 108, loop time = 0ms (pre = 2.1ms, post = 0.1ms), FPS = 4215.1
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INFO:__main__:frame 109, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 4018.0
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INFO:__main__:frame 110, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3929.9
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [14]
INFO:openpifpaf.decoder.cifcaf:annotations 1: [15]
INFO:openpifpaf.decoder.cifcaf:annotations 2: [14, 14]
INFO:openpifpaf.decoder.cifcaf:annotations 2: [14, 13]
INFO:openpifpaf.predictor:batch 11: no-file-name
INFO:__main__:frame 111, loop time = 34ms (pre = 3.8ms, post = 0.2ms), FPS = 29.5
INFO:openpifpaf.predictor:batch 11: no-file-name
INFO:__main__:frame 112, loop time = 0ms (pre = 3.2ms, post = 0.1ms), FPS = 3642.0
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INFO:__main__:frame 113, loop time = 0ms (pre = 2.0ms, post = 0.1ms), FPS = 3855.0
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INFO:__main__:frame 114, loop time = 0ms (pre = 2.2ms, post = 0.1ms), FPS = 3892.3
INFO:openpifpaf.predictor:batch 11: no-file-name
INFO:__main__:frame 115, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 2301.7
INFO:openpifpaf.predictor:batch 11: no-file-name
INFO:__main__:frame 116, loop time = 0ms (pre = 2.1ms, post = 0.2ms), FPS = 2263.8

real    0m3.649s
user    0m6.225s
sys     0m4.032s
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