Awesome

Online Code For Edge Probing

This fork of jiant1 supports estimating online codelength on the edge probing tasks.

A 3-step Guide:

Step 1 Background and Basics

This repo is based on jiant1. If you are unfamiliar with jiant, We suggest you set up the jiant environment following this tutorial.

We strongly recommend running the standard edge probing experiment at least once following the tutorial here before running the online coding experiment. The tutorial teaches you how to set the envirnoment variables, download and preprocess the data, set config flags, etc.

Step 2 Main Experiments (Data Transmission)

Run the following commands to compute the portion codelengths on the task dependency labelling with RoBERTa-BASE. You can also custmize the split of the data by modifying online_code_data_split.

python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_1, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.002,0.004", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_2, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.004,0.008", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_3, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.008,0.016", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_4, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.016,0.032", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_5, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.032,0.0625", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_6, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.0625,0.125", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_7, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.125,0.25", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_8, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.25,0.5", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_9, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,0.5,1", patience=10'
python main.py --config_file jiant/config/edgeprobe/edgeprobe_miniberta.conf --overrides 'exp_name=dep_roberta-base_10, target_tasks=edges-dep-ud-ewt, transformers_output_mode=mix, input_module=roberta-base, tokenizer=roberta-base, target_train_val_interval=1000, batch_size=32, target_train_max_vals=100, lr=0.0001, online_code_preshuffle_seed=1234, online_code_data_split="0,1,2", patience=10'

Step 3 Compute the codelengths

After you finish all the experiments, copy compute_online_codelength.py to $JIANT_PROJECT_PREFIX, and run the script to get the final results:

cp compute_online_codelength.py $JIANT_PROJECT_PREFIX
cd $JIANT_PROJECT_PREFIX
python compute_online_codelength.py