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46 lines
1.1 KiB
YAML
46 lines
1.1 KiB
YAML
# Copyright Advanced Micro Devices, Inc., or its affiliates.
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# SPDX-License-Identifier: MIT
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algorithm: GA
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pop_size: 512
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n_gen: 30
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soo: False
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period: 5 # 0 disables it
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tol: 0.0008
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div_thr: 0.5
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max_iters: 250
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seed: 0
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verbose: 1
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log_file: optimization.log
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weights: null
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weight_beta: 0.25 # Beta parameter for weight transformation: w = exp(-beta * (w - w.min()))
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n_elements_to_validate: 0
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survival:
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name: fitness
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# ratio: 1.0 # TODO
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selection:
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name: tournament
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tournament:
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k: 2
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truncation:
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elite_ratio: 0.231579
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beta:
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a: 1
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b: 2.5
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common:
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ratio: 0.5
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elitism: 0.05
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replacement: true
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crossover:
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name: ux
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common:
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mode: random
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prob: 0.9 # Should be in the (0.8, 1.0) range usually
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mutation:
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prob: null # If set should be something small (e.g. 0.02~0.06), set to 1 / n_params by default
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# weights:
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# group_0: 2.1 # MatrixInstruction group is more important to explore/exploit, so we increase its mutation rate, this is just an example
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# DepthU: 2.1
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# weights' role is to increase the mutation rate for certain parameters, the final prob will be prob * w
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