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config.yml
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experiment_name: my_example
n_repeats: 5
scenario_params_list:
- dataset:
- 'mnist'
- 'cifar10'
partners_count:
- 3
amounts_per_partner:
- [ 0.4, 0.3, 0.3 ]
samples_split_option:
- 'random'
- 'stratified'
- [ 'advanced', [ [ 4, 'shared' ], [ 6, 'shared' ], [ 4, 'specific' ] ] ]
multi_partner_learning_approach:
- 'fedavg'
- 'seq-pure'
- 'seq-with-final-agg'
- 'seqavg'
aggregation:
- 'data-volume'
- 'uniform'
epoch_count:
- 38
contributivity_methods:
- [ "Shapley values", "Independent scores", "TMCS" ]
minibatch_count:
- 20
gradient_updates_per_pass_count:
- 8
dataset_proportion:
- 1
- dataset:
- 'mnist'
partners_count:
- 2
amounts_per_partner:
- [0.5, 0.5]
samples_split_option:
- 'stratified'
multi_partner_learning_approach:
- 'fedavg'
aggregation:
- 'data-volume'
- 'uniform'
epoch_count:
- 50
contributivity_methods:
- ["Shapley values", "SMCS", "IS_lin_S", "IS_reg_S"]
minibatch_count:
- 10
gradient_updates_per_pass_count:
- 5
dataset_proportion:
- 1