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Merged
szmigacz merged 3 commits into from
Aug 20, 2020
Merged

Update inference latency #657

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646f068
Update inference latency
sharathts Aug 20, 2020
b0f514c
Fix inference perf numbers
sharathts Aug 20, 2020
a4e2402
Fix latency computation
sharathts Aug 20, 2020
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24 changes: 12 additions & 12 deletions TensorFlow2/LanguageModeling/ELECTRA/README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -531,16 +531,16 @@ FP16
| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 178 | 5.630 | 5.500 | 5.555 | 5.608 |
| 256 | 384 | 857 | 1.112 | 1.111 | 1.111 | 1.112 |
| 512 | 384 | 864 | 1.054 | 1.051 | 1.053 | 1.053 |
| 256 | 384 | 857 | 284.67 | 284.416| 284.416 | 284.67 |
| 512 | 384 | 864 | 539.648| 538.112 | 539.136 | 539.136 |

TF32

| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 123 | 8.186 | 7.995 | 8.078 | 8.152 |
| 256 | 384 | 344 | 2.832 | 2.822 | 2.826 | 2.830 |
| 512 | 384 | 351 | 2.787 | 2.781 | 2.784 | 2.784 |
| 256 | 384 | 344 | 724.992 | 722.432 | 723.456 | 724.48 |
| 512 | 384 | 351 | 1426.944 | 1423.872 | 1425.408 | 1425.408 |



Expand All @@ -556,17 +556,17 @@ FP16
| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 141 | 7.100 | 7.071 | 7.081 | 7.091 |
| 128 | 384 | 517 | 1.933 | 1.930 | 1.930 | 1.932 |
| 256 | 384 | 524 | 1.910 | 1.907 | 1.908 | 1.909 |
| 128 | 384 | 517 | 247.424 | 247.04 | 247.04 | 247.296 |
| 256 | 384 | 524 | 488.96 | 488.192 | 488.448 | 488.704 |


FP32

| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 84 | 11.869 | 11.814 | 11.832 | 11.850 |
| 128 | 384 | 117 | 8.548 | 8.527 | 8.529 | 8.537 |
| 256 | 384 | 141 | 7.100 | 7.071 | 7.081 | 7.091 |
| 128 | 384 | 117 | 1094.144 | 1091.456 | 1091.712 | 1092.736 |
| 256 | 384 | 141 | 1817.6 | 1810.176 | 1812.736 | 1815.552 |


##### Inference performance: NVIDIA DGX-2 (1x V100 32GB)
Expand All @@ -581,16 +581,16 @@ FP16
| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 144 | 6.953 | 6.888 | 6.910 | 6.932 |
| 128 | 384 | 547 | 1.828 | 1.827 | 1.827 | 1.828 |
| 256 | 384 | 557 | 1.795 | 1.792 | 1.793 | 1.794 |
| 128 | 384 | 547 | 233.984 | 233.856 | 233.856 | 233.984 |
| 256 | 384 | 557 | 459.52 | 458.752 | 459.008 | 459.264 |

FP32

| Batch size | Sequence length | Throughput Avg (sequences/sec) | Latency Avg (ms) | Latency 90% (ms) | Latency 95% (ms) | Latency 99% (ms) |
|------------|-----------------|--------------------------------|------------------|------------------|------------------|------------------|
| 1 | 384 | 86 | 11.580 | 11.515 | 11.535 | 11.558 |
| 128 | 384 | 124 | 8.056 | 8.05 | 8.052 | 8.055 |
| 256 | 384 | 125 | 8.006 | 8.002 | 8.004 | 8.005 |
| 128 | 384 | 124 | 1031.168 | 1030.4 | 1030.656 | 1031.04 |
| 256 | 384 | 125 | 2049.536 | 2048.512 | 2049.024 | 2049.29 |


To achieve these same results, follow the steps in the [Quick Start Guide](#quick-start-guide).
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2 changes: 1 addition & 1 deletion TensorFlow2/LanguageModeling/ELECTRA/run_tf_squad.py
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Original file line number Diff line number Diff line change
Expand Up @@ -560,7 +560,7 @@ def main():

infer_time = (time.time() - iter_start)
infer_perf_avg.update_state(1. * EVAL_BATCH_SIZE / infer_time)
latency.append(1. * infer_time / EVAL_BATCH_SIZE)
latency.append(infer_time)

for iter_ in range(input_ids.shape[0]):

Expand Down