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genann: Optionally resolve activation functions at link time
Shave around 94 million instructions and 10 million branches off of execution trace of example4 if the sigmoid activation function is resolved at link-time. Before (`make`): ``` Performance counter stats for './example4': 98.988806 task-clock (msec) # 0.998 CPUs utilized 1 context-switches # 0.010 K/sec 0 cpu-migrations # 0.000 K/sec 79 page-faults # 0.798 K/sec 312,298,260 cycles # 3.155 GHz 1,094,183,752 instructions # 3.50 insn per cycle 212,007,732 branches # 2141.734 M/sec 62,774 branch-misses # 0.03% of all branches 0.099228100 seconds time elapsed ``` After: `make`: ``` Performance counter stats for './example4': 97.335180 task-clock (msec) # 0.998 CPUs utilized 0 context-switches # 0.000 K/sec 0 cpu-migrations # 0.000 K/sec 82 page-faults # 0.842 K/sec 306,722,357 cycles # 3.151 GHz 1,065,669,644 instructions # 3.47 insn per cycle 214,256,601 branches # 2201.225 M/sec 60,154 branch-misses # 0.03% of all branches 0.097577079 seconds time elapsed ``` `make sigmoid`: ``` Performance counter stats for './example4': 92.629610 task-clock (msec) # 0.997 CPUs utilized 0 context-switches # 0.000 K/sec 0 cpu-migrations # 0.000 K/sec 78 page-faults # 0.842 K/sec 291,863,801 cycles # 3.151 GHz 1,000,931,204 instructions # 3.43 insn per cycle 202,465,800 branches # 2185.757 M/sec 50,949 branch-misses # 0.03% of all branches 0.092889789 seconds time elapsed ``` Signed-off-by: Andrew Jeffery <andrew@aj.id.au>
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