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KTong821
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Apr 24, 2024
…ion(`implement*`) (hidet-org#127) This PR parallelizes: - `apply_prolog_epilog` (fusion) - IR generation (`implement*`) Right now implemented for host only (no offload to comp server). resnet50 compilation speed on g5.16xlarge `time python tests/benchmarks/bench_vision.py resnet50 --params 1x3x224x224 --dtype float16` Before: 14m 45s After: 12m 51s Speedup: 14.8% matmul compilation speed on g5.16xlarge `time python tests/benchmarks/bench_op.py batch_matmul --params 1x4096x4096,1x4096x4096 --dtype float16` Before: 5m 54s After: 5m 31s Speedup: 6.9%
vadiklyutiy
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Jul 22, 2024
…ion(`implement*`) (#127) This PR parallelizes: - `apply_prolog_epilog` (fusion) - IR generation (`implement*`) Right now implemented for host only (no offload to comp server). resnet50 compilation speed on g5.16xlarge `time python tests/benchmarks/bench_vision.py resnet50 --params 1x3x224x224 --dtype float16` Before: 14m 45s After: 12m 51s Speedup: 14.8% matmul compilation speed on g5.16xlarge `time python tests/benchmarks/bench_op.py batch_matmul --params 1x4096x4096,1x4096x4096 --dtype float16` Before: 5m 54s After: 5m 31s Speedup: 6.9%
vadiklyutiy
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Jul 23, 2024
…ion(`implement*`) (#127) This PR parallelizes: - `apply_prolog_epilog` (fusion) - IR generation (`implement*`) Right now implemented for host only (no offload to comp server). resnet50 compilation speed on g5.16xlarge `time python tests/benchmarks/bench_vision.py resnet50 --params 1x3x224x224 --dtype float16` Before: 14m 45s After: 12m 51s Speedup: 14.8% matmul compilation speed on g5.16xlarge `time python tests/benchmarks/bench_op.py batch_matmul --params 1x4096x4096,1x4096x4096 --dtype float16` Before: 5m 54s After: 5m 31s Speedup: 6.9%
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