Image Benchmarks
google/deepsomatic:1.7.0-gpu
Original: 110 layers, 16.4GB, 2 minutes, 14 seconds
Repacked: 27 layers, 4.82GB, 16 seconds
Reduction: 8.2x faster, 3.4x smaller
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mathworks/matlab:r2022a
Original: 27 layers, 2.02GB, 5 seconds
Repacked: 8 layers, 230.71MB, 1 second
Reduction: 6.5x faster, 9x smaller
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google/deepvariant:b350512297c12-gpu
Original: 75 layers, 12.78GB, 1 minute, 1 second
Repacked: 10 layers, 3.04GB, 10 seconds
Reduction: 6.3x faster, 4.2x smaller
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google/cloud-sdk:491.0.0
Original: 7 layers, 1.12GB, 5 seconds
Repacked: 5 layers, 187.58MB, 1 second
Reduction: 3.8x faster, 6.1x smaller
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tensorflow/tensorflow:2.17.0-gpu
Original: 18 layers, 3.57GB, 11 seconds
Repacked: 7 layers, 2.01GB, 3 seconds
Reduction: 3.3x faster, 1.8x smaller
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nvidia/cuda:12.5.1-cudnn-devel-ubuntu20.04
Original: 12 layers, 4.2GB, 9 seconds
Repacked: 18 layers, 2.62GB, 3 seconds
Reduction: 3x faster, 1.6x smaller
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pytorch/pytorch:2.4.1-cuda11.8-cudnn9-devel
Original: 15 layers, 6.63GB, 12 seconds
Repacked: 24 layers, 3.77GB, 4 seconds
Reduction: 2.6x faster, 1.8x smaller
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elasticsearch:8.15.0
Original: 10 layers, 617.12MB, 3 seconds
Repacked: 13 layers, 446.34MB, 2 seconds
Reduction: 2x faster, 1.4x smaller
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storm:2.6
Original: 10 layers, 548.07MB, 2 seconds
Repacked: 4 layers, 399.66MB, 1 second
Reduction: 2x faster, 1.4x smaller
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flink:1.20-java8
Original: 11 layers, 547.58MB, 3 seconds
Repacked: 7 layers, 475.12MB, 1 second
Reduction: 1.9x faster, 1.2x smaller
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bitnami/airflow-worker:2.10.1
Original: 1 layers, 480MB, 3 seconds
Repacked: 4 layers, 284.83MB, 2 seconds
Reduction: 1.7x faster, 1.7x smaller
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neo4j:enterprise
Original: 6 layers, 559.91MB, 3 seconds
Repacked: 11 layers, 512.01MB, 2 seconds
Reduction: 1.6x faster, 1.1x smaller
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spark:python3-java17
Original: 11 layers, 532.7MB, 2 seconds
Repacked: 11 layers, 456.84MB, 2 seconds
Reduction: 1.4x faster, 1.2x smaller