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audit_knnshapley_bert_wan.yml
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audit_knnshapley_bert_wan.yml
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$SUITE_VARS$:
_python_pre: "export PYTHONPATH={{ exp_code_dir }}/utils && . {{ exp_code_dir }}/.venv/bin/activate"
_python_path: "[% my_run._python_pre %] && {{ exp_code_dir }}/.venv/bin/python"
cmd_mpspdz: "[% my_run._python_path %] -m python_utils.scripts.experiment_runner --player-number <PLAYER-ID>"
n_parties: 3
$INCLUDE_VARS$: dataset.yml
commit_output: False
convert_ring_bits: 31
convert_n_threads: 36
convert_chunk_size: 150000
sleep_time: 60
_runtime_info:
budget_wan: 100000
consistency_args:
abs_path_to_code_dir: "{{ exp_consistency_dir }}"
hosts_file: "{{ exp_consistency_hosts_file }}"
pc: kzg
pp_args: "[% my_run.dataset_info[my_run.mpc.script_args.dataset].max_input_size %]"
gen_pp: True
type: $FACTOR$
use_split: True
mpc:
player_0_hostname: "[% exp_host_lst | json_query('[?host_type==`large_memory`].private_dns_name') | default(['<UNDEFINED-DNS>'], true) | first %]"
abs_path_to_code_dir: "{{ exp_code_dir }}"
player_count: "[% my_run.n_parties %]"
protocol_setup: $FACTOR$
compiler_args: $FACTOR$ #'100000000'] # budget was '1000000'1million # also look at B 5 -> cannot be used together with R
domain: $FACTOR$
custom_prime: $FACTOR$
script_args:
consistency_check: "[% my_run.consistency_args.type %]"
sha3_approx_factor: "[% my_run.dataset_info[my_run.mpc.script_args.dataset].sha3_approx_factor_full | default(1) %]" # we prove full dataset
n_samples: 1
n_input_parties: "[% my_run.n_parties %]"
n_s_bert: 2500
# $FACTOR$: [ 5000, 2500, 1000 ]
dataset:
$FACTOR$: [ glue-qnli ]
debug: False # for a final benchmarking run, can also use `debug: False`, this should then only release no secret info
emulate: False
# in a network with latency, a high batch size for ml.py is key to a good performance (60k raised insufficient memory error)
batch_size: 2 #1024 #256 # was 128 before # 60000 -> insufficient memory
n_batches: 1
# n_threads: 36 #128 #64 # TODO before was 32 -> see if this helps (128 raises too many files runtime error)
# audit_trigger_idx: 0 # select single audit trigger (from all)
stage: # "compile" in run and then in next run "run"
$FACTOR$: [ compile, run ] # ensure that this is last factor
#
#audit_sample_knnshapley_wan_sh:
# n_repetitions: 1
# host_types:
# large_memory:
# n: 3
# check_status: True
# init_roles:
# - setup-base
# - setup-consistency
# - setup-spdz-secrets
# - setup-network-delay
# $CMD$:
# - main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 0) %]"
# - main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 1) %]"
# - main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 2) %]"
#
# base_experiment:
# consistency_args: # need this so that this comes before compile, run factors, ie mpc dict should always be last
# type:
# $FACTOR$: [ sha3s, cerebro, pc ]
# mpc:
# script_name: audit_sample_knnshapley
#
# network_type: wan
# mpc_type: $FACTOR$
#
#
# factor_levels:
#
# - mpc_type: sh
# mpc: # should convert
# protocol_setup: "semi_honest_3"
# domain: ring_split
# compiler_args: [ '-R', '64', '-C', '--budget', "[% my_run._runtime_info.budget_wan %]", '-Z', '3', '-D' ]
# custom_prime: null
audit_sample_knnshapley_wan_mal:
n_repetitions: 1
host_types:
large_memory:
n: 3
check_status: True
init_roles:
- setup-base
- setup-consistency
- setup-spdz-secrets
- setup-network-delay
$CMD$:
- main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 0) %]"
- main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 1) %]"
- main: "[% my_run.cmd_mpspdz | replace('<PLAYER-ID>', 2) %]"
base_experiment:
consistency_args: # need this so that this comes before compile, run factors, ie mpc dict should always be last
type: sha3s
mpc:
script_name: audit_sample_knnshapley
network_type: wan
mpc_type: $FACTOR$
factor_levels:
- mpc_type: mal
mpc: # should convert
protocol_setup: "sy-rep-ring-party"
domain: ring_split
compiler_args: [ '-R', '64', '-C', '--budget', "[% my_run._runtime_info.budget_wan %]", '-Z', '3', '-D' ]
custom_prime: null
$ETL$: {}