MaximilianSchreff commented on PR #1940:
URL: https://github.com/apache/systemds/pull/1940#issuecomment-1796384411
Here is the stat output when running a single forward pass of the basic
residual block:
SystemDS Statistics:
Total elapsed time: 14,218 sec.
Total compilation time: 1,144 sec.
Total execution time: 13,074 sec.
Cache hits (Mem/Li/WB/FS/HDFS): 97/0/0/0/0.
Cache writes (Li/WB/FS/HDFS): 3/33/0/0.
Cache times (ACQr/m, RLS, EXP): 0,000/0,001/0,006/0,000 sec.
HOP DAGs recompiled (PRED, SB): 0/7.
HOP DAGs recompile time: 0,037 sec.
Total JIT compile time: 3.086 sec.
Total JVM GC count: 2.
Total JVM GC time: 0.023 sec.
Heavy hitter instructions:
# Instruction Time(s) Count
1 basic_block_forward 12,861 1
2 conv2d_bias_add 6,923 3
3 forward 5,463 3
4 uacvar 2,532 3
5 bias_multiply 1,174 6
6 bias_add 0,940 6
7 uacmean 0,640 3
8 max 0,315 2
9 rand 0,208 9
10 + 0,142 16
The input has is of shape 32x64x120x100 (N = 32, C = 64, Hin = 120, Win =
100). The channel size is expanded to 128 within the residual block which is a
realisitic residual block. There are 3 sequential conv2d forward passes
happening which is the baseline in terms of runtime.
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