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79 changes: 79 additions & 0 deletions
79
configs/password_locked/sample_efficiency_unlock_all_locked/2stage_unlock_1024dp.yaml
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data_arguments: | ||
dataset: "cvdb" | ||
block_size: 24 | ||
label_block_size: 4 | ||
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model_arguments: | ||
seq2seq: False | ||
max_new_tokens: 18 | ||
# config_name: "gpt2" | ||
# config_name: "t5-small" | ||
config_name: "EleutherAI/pythia-70m" | ||
# config_name: "EleutherAI/pythia-160m" | ||
separate_token_per_var: False # only used for numeric experiments | ||
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training_arguments: | ||
output_dir: 'experiments/temp' | ||
bf16: True | ||
per_device_train_batch_size: 512 | ||
per_device_eval_batch_size: 2048 | ||
optim: "adafactor" | ||
# optim: "lion_32bit" | ||
overwrite_output_dir: True | ||
auto_find_batch_size: True | ||
save_strategy: "no" | ||
load_best_model_at_end: False | ||
evaluation_strategy: 'epoch' | ||
do_train: True | ||
do_eval: True | ||
do_sweeps: False | ||
# n_sweeps: 5 | ||
save_each_epochs: 0 | ||
eval_each_epochs: 1 | ||
eval_callback_type: "pipeline" # pipeline or generate | ||
# weight_decay: 0.0001 | ||
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experiment_arguments: # common experiment arguments | ||
define_experiment: False | ||
numeric_experiment: True | ||
name_prefix: "sample_efficiency_fromScratch" | ||
n_stages: 2 | ||
n_seeds: 5 | ||
start_seed: 1010 | ||
slurm: True | ||
n_gpu_hours: 3 | ||
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define_experiment_arguments: | ||
def_order: "tve" | ||
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numeric_experiment_arguments: | ||
# Args for pwd composition experiment below | ||
pwd_locked_experiment: True | ||
n_datapoints: 200000 | ||
max_unlocking_datapoints: 1024 | ||
max_x: 10 | ||
n_func_in_chain: 2 | ||
fn_input_len: 4 | ||
nfunc: 32 | ||
n_fns_to_lock: 16 | ||
n_fns_to_unlock: 16 | ||
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# overrides specified parameters | ||
first_stage_arguments: | ||
train_subset: 'stage2' | ||
num_train_epochs: 5 | ||
gradient_accumulation_steps: 1 | ||
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second_stage_arguments: | ||
train_subset: 'stage3' | ||
num_train_epochs: 5 | ||
eval_each_epochs: 2 | ||
gradient_accumulation_steps: 1 | ||
dont_save_in_the_end: True | ||
save_each_epochs: 0 |
79 changes: 79 additions & 0 deletions
79
configs/password_locked/sample_efficiency_unlock_all_locked/2stage_unlock_128dp.yaml
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,79 @@ | ||
data_arguments: | ||
dataset: "cvdb" | ||
block_size: 24 | ||
label_block_size: 4 | ||
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model_arguments: | ||
seq2seq: False | ||
max_new_tokens: 18 | ||
# config_name: "gpt2" | ||
# config_name: "t5-small" | ||
config_name: "EleutherAI/pythia-70m" | ||
# config_name: "EleutherAI/pythia-160m" | ||
separate_token_per_var: False # only used for numeric experiments | ||
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training_arguments: | ||
output_dir: 'experiments/temp' | ||
bf16: True | ||
per_device_train_batch_size: 512 | ||
per_device_eval_batch_size: 2048 | ||
optim: "adafactor" | ||
# optim: "lion_32bit" | ||
overwrite_output_dir: True | ||
auto_find_batch_size: True | ||
save_strategy: "no" | ||
load_best_model_at_end: False | ||
evaluation_strategy: 'epoch' | ||
do_train: True | ||
do_eval: True | ||
do_sweeps: False | ||
# n_sweeps: 5 | ||
save_each_epochs: 0 | ||
eval_each_epochs: 1 | ||
eval_callback_type: "pipeline" # pipeline or generate | ||
# weight_decay: 0.0001 | ||
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experiment_arguments: # common experiment arguments | ||
define_experiment: False | ||
numeric_experiment: True | ||
name_prefix: "sample_efficiency_fromScratch" | ||
n_stages: 2 | ||
n_seeds: 5 | ||
start_seed: 1010 | ||
slurm: True | ||
n_gpu_hours: 3 | ||
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define_experiment_arguments: | ||
def_order: "tve" | ||
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numeric_experiment_arguments: | ||
# Args for pwd composition experiment below | ||
pwd_locked_experiment: True | ||
n_datapoints: 200000 | ||
max_unlocking_datapoints: 128 | ||
max_x: 10 | ||
n_func_in_chain: 2 | ||
fn_input_len: 4 | ||
nfunc: 32 | ||
n_fns_to_lock: 16 | ||
n_fns_to_unlock: 16 | ||
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# overrides specified parameters | ||
first_stage_arguments: | ||
train_subset: 'stage2' | ||
num_train_epochs: 5 | ||
gradient_accumulation_steps: 1 | ||
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second_stage_arguments: | ||
train_subset: 'stage3' | ||
num_train_epochs: 17 | ||
eval_each_epochs: 8 | ||
gradient_accumulation_steps: 1 | ||
dont_save_in_the_end: True | ||
save_each_epochs: 0 |
79 changes: 79 additions & 0 deletions
79
configs/password_locked/sample_efficiency_unlock_all_locked/2stage_unlock_16dp.yaml
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,79 @@ | ||
data_arguments: | ||
dataset: "cvdb" | ||
block_size: 24 | ||
label_block_size: 4 | ||
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||
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||
model_arguments: | ||
seq2seq: False | ||
max_new_tokens: 18 | ||
# config_name: "gpt2" | ||
# config_name: "t5-small" | ||
config_name: "EleutherAI/pythia-70m" | ||
# config_name: "EleutherAI/pythia-160m" | ||
separate_token_per_var: False # only used for numeric experiments | ||
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||
training_arguments: | ||
output_dir: 'experiments/temp' | ||
bf16: True | ||
per_device_train_batch_size: 512 | ||
per_device_eval_batch_size: 2048 | ||
optim: "adafactor" | ||
# optim: "lion_32bit" | ||
overwrite_output_dir: True | ||
auto_find_batch_size: True | ||
save_strategy: "no" | ||
load_best_model_at_end: False | ||
evaluation_strategy: 'epoch' | ||
do_train: True | ||
do_eval: True | ||
do_sweeps: False | ||
# n_sweeps: 5 | ||
save_each_epochs: 0 | ||
eval_each_epochs: 1 | ||
eval_callback_type: "pipeline" # pipeline or generate | ||
# weight_decay: 0.0001 | ||
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experiment_arguments: # common experiment arguments | ||
define_experiment: False | ||
numeric_experiment: True | ||
name_prefix: "sample_efficiency_fromScratch" | ||
n_stages: 2 | ||
n_seeds: 5 | ||
start_seed: 1010 | ||
slurm: True | ||
n_gpu_hours: 3 | ||
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define_experiment_arguments: | ||
def_order: "tve" | ||
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numeric_experiment_arguments: | ||
# Args for pwd composition experiment below | ||
pwd_locked_experiment: True | ||
n_datapoints: 200000 | ||
max_unlocking_datapoints: 16 | ||
max_x: 10 | ||
n_func_in_chain: 2 | ||
fn_input_len: 4 | ||
nfunc: 32 | ||
n_fns_to_lock: 16 | ||
n_fns_to_unlock: 16 | ||
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# overrides specified parameters | ||
first_stage_arguments: | ||
train_subset: 'stage2' | ||
num_train_epochs: 5 | ||
gradient_accumulation_steps: 1 | ||
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second_stage_arguments: | ||
train_subset: 'stage3' | ||
num_train_epochs: 65 | ||
eval_each_epochs: 32 | ||
gradient_accumulation_steps: 1 | ||
dont_save_in_the_end: True | ||
save_each_epochs: 0 |
79 changes: 79 additions & 0 deletions
79
configs/password_locked/sample_efficiency_unlock_all_locked/2stage_unlock_256dp.yaml
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,79 @@ | ||
data_arguments: | ||
dataset: "cvdb" | ||
block_size: 24 | ||
label_block_size: 4 | ||
|
||
|
||
model_arguments: | ||
seq2seq: False | ||
max_new_tokens: 18 | ||
# config_name: "gpt2" | ||
# config_name: "t5-small" | ||
config_name: "EleutherAI/pythia-70m" | ||
# config_name: "EleutherAI/pythia-160m" | ||
separate_token_per_var: False # only used for numeric experiments | ||
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||
|
||
training_arguments: | ||
output_dir: 'experiments/temp' | ||
bf16: True | ||
per_device_train_batch_size: 512 | ||
per_device_eval_batch_size: 2048 | ||
optim: "adafactor" | ||
# optim: "lion_32bit" | ||
overwrite_output_dir: True | ||
auto_find_batch_size: True | ||
save_strategy: "no" | ||
load_best_model_at_end: False | ||
evaluation_strategy: 'epoch' | ||
do_train: True | ||
do_eval: True | ||
do_sweeps: False | ||
# n_sweeps: 5 | ||
save_each_epochs: 0 | ||
eval_each_epochs: 1 | ||
eval_callback_type: "pipeline" # pipeline or generate | ||
# weight_decay: 0.0001 | ||
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||
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experiment_arguments: # common experiment arguments | ||
define_experiment: False | ||
numeric_experiment: True | ||
name_prefix: "sample_efficiency_fromScratch" | ||
n_stages: 2 | ||
n_seeds: 5 | ||
start_seed: 1010 | ||
slurm: True | ||
n_gpu_hours: 3 | ||
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define_experiment_arguments: | ||
def_order: "tve" | ||
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numeric_experiment_arguments: | ||
# Args for pwd composition experiment below | ||
pwd_locked_experiment: True | ||
n_datapoints: 200000 | ||
max_unlocking_datapoints: 256 | ||
max_x: 10 | ||
n_func_in_chain: 2 | ||
fn_input_len: 4 | ||
nfunc: 32 | ||
n_fns_to_lock: 16 | ||
n_fns_to_unlock: 16 | ||
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# overrides specified parameters | ||
first_stage_arguments: | ||
train_subset: 'stage2' | ||
num_train_epochs: 5 | ||
gradient_accumulation_steps: 1 | ||
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second_stage_arguments: | ||
train_subset: 'stage3' | ||
num_train_epochs: 17 | ||
eval_each_epochs: 8 | ||
gradient_accumulation_steps: 1 | ||
dont_save_in_the_end: True | ||
save_each_epochs: 0 |
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