mirror of https://github.com/hpcaitech/ColossalAI
last version of benchmark
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55cb713f36
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71e72c4890
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@ -93,22 +93,24 @@ def _build_openfold():
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def benchmark_evoformer():
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# init data and model
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msa_len = 300
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pair_len = 800
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msa_len = 256
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pair_len = 2048
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node = torch.randn(1, msa_len, pair_len, 256).cuda()
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pair = torch.randn(1, pair_len, pair_len, 128).cuda()
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model = evoformer_base().cuda()
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# build autochunk model
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max_memory = 3000 # MB
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max_memory = 10000 # MB fit memory mode
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# max_memory = None # min memory mode
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autochunk = _build_autochunk(evoformer_base().cuda(), max_memory, node, pair)
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# build openfold
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chunk_size = 64
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openfold = _build_openfold()
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# benchmark
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_benchmark_evoformer(model, node, pair, "base")
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_benchmark_evoformer(openfold, node, pair, "openfold", chunk_size=4)
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_benchmark_evoformer(openfold, node, pair, "openfold", chunk_size=chunk_size)
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_benchmark_evoformer(autochunk, node, pair, "autochunk")
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