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Unverified Commit fb5f1814 authored by Xuan Gu's avatar Xuan Gu Committed by GitHub
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Update README.md

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...@@ -99,10 +99,11 @@ when batch_size is large (16, 32, 64, 128), throughput_amp > throughput_tf32. ...@@ -99,10 +99,11 @@ 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_cv.png" width="400"> <img src="https://github.com/xuagu37/Benchmark_nnU-Net_for_PyTorch/blob/main/figures/benchmark_throughput_cv.png" width="400">
- The expected throughput for dim = 2, nodes = 1, gpus = 1, batch_size = 256 would be 670 ± 10 (TF32). - The expected throughput for dim = 2, nodes = 1, gpus = 8, batch_size = 256 would be 5130 ± 180 (TF32).
- The expected throughput for dim = 2, nodes = 1, gpus = 4, batch_size = 256 would be 2600 ± 100 (TF32). - The expected throughput for dim = 2, nodes = 2, gpus = 16, batch_size = 128 would be 9300 ± 70 (TF32).
- The expected throughput for dim = 2, nodes = 1, gpus = 8, batch_size = 256 would be 5150 ± 150 (TF32). - The expected throughput for dim = 2, nodes = 3, gpus = 24, batch_size = 128 would be 13880 ± 85 (TF32).
- The expected throughput for dim = 2, nodes = 2, gpus = 16, batch_size = 128 would be 9250 ± 150 (TF32). - The expected throughput for dim = 2, nodes = 4, gpus = 24, batch_size = 128 would be 18500 ± 90 (TF32).
**Observation 3**: Ideally, the improvement of throughput would be linear when batch_size increases. In practice, throughtput stays below the ideal curve when batch_size > 16. **Observation 3**: Ideally, the improvement of throughput would be linear when batch_size increases. In practice, throughtput stays below the ideal curve when batch_size > 16.
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