From edb1b56ff5a9bb74bbd220c4fb717b6af6119232 Mon Sep 17 00:00:00 2001 From: Xuan Gu <xuan.gu@liu.se> Date: Mon, 7 Nov 2022 14:42:44 +0000 Subject: [PATCH] Update README.md --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 14485cc..dab8047 100644 --- a/README.md +++ b/README.md @@ -75,22 +75,22 @@ We run 100 iterations for each set of parameters. Please see the results in benc **Observation 1**: Ideally, the improvement of throughput would be linear when the number of GPUs increases. In practice, throughtput stays below the ideal curve when the number of gpus increases. -<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_gpus_ideal.png" width="1200"> +<img src="https://gitlab.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_gpus_ideal.png" width="1200"> **Observation 2**: when batch_size is small (1, 2, 4, 8), throughput_amp ≈ throughput_tf32; when batch_size is large (16, 32, 64, 128), throughput_amp > throughput_tf32. -<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_batch_size.png" width="400"> +<img src="https://gitlab.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_batch_size.png" width="400"> **Observation 3**: Benchmark results are more stable when larger batch_size. -<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_cv.png" width="400"> +<img src="https://gitlab.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_cv.png" width="400"> Coefficient of variation is calculated as the ratio of the standard deviation to the mean. It shows the extent of variability in relation to the mean of the population. **Observation 4**: Ideally, the improvement of throughput would be linear when batch_size increases. In practice, throughtput stays below the ideal curve when batch_size > 16. -<img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_batch_size_ideal.png" width="400"> +<img src="https://gitlab.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_batch_size_ideal.png" width="400"> -- GitLab