File size: 2,499 Bytes
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estimator:
accelerator: gpu
precision: 32
deterministic: true
tf32_mode: high
callbacks:
timer:
_target_: energizer.active_learning.callbacks.Timer
save_outputs:
_target_: src.callbacks.SaveOutputs
dirpath: ./logs/
instance_level: false
batch_level: false
epoch_level: false
early_stopping:
_target_: energizer.callbacks.early_stopping.EarlyStopping
monitor: train/avg_f1_minclass
stage: train
interval: epoch
mode: max
min_delta: 1.0e-05
patience: 10
stopping_threshold: null
divergence_threshold: null
verbose: true
model_checkpoint:
_target_: energizer.callbacks.model_checkpoint.ModelCheckpoint
dirpath: .checkpoints
monitor: train/avg_f1_minclass
stage: train
mode: max
save_last: false
save_top_k: 1
verbose: true
loggers:
tensorboard:
_target_: energizer.loggers.TensorBoardLogger
root_dir: ./
name: tb_logs
version: null
data:
batch_size: 32
eval_batch_size: 256
num_workers: 32
pin_memory: true
drop_last: false
persistent_workers: true
shuffle: true
seed: 123456
replacement: false
max_length: 512
active_data:
budget: 100
positive_budget: 5
seed: 654321
fit:
min_steps: 100
max_epochs: 10
learning_rate: 4.0e-05
optimizer: adamw
log_interval: 1
enable_progress_bar: false
limit_train_batches: null
limit_validation_batches: null
active_fit:
max_budget: 5000
query_size: 25
reinit_model: true
limit_pool_batches: null
limit_test_batches: null
test:
log_interval: 1
enable_progress_bar: false
limit_batches: null
strategy:
name: anchoral_entropy
args:
seed: 42
subpool_size: 10000
num_neighbours: 50
max_search_size: null
num_anchors: 10
anchor_strategy_minority: kmeans_pp_sampling
anchor_strategy_majority: kmeans_pp_sampling
minority_classes_ids: null
model:
name: deberta_v3-base
seed: 654321
dataset:
name: agnews-business-.01
text_column: text
label_column: labels
uid_column: uid
prepared_path: /rds/user/pl487/hpc-work/anchoral/data/prepared/agnews-business-.01
processed_path: /rds/user/pl487/hpc-work/anchoral/data/processed/agnews
minority_classes:
- 1
index_metric: all-mpnet-base-v2_cosine
log_interval: 1
enable_progress_bar: false
limit_batches: null
seed: 42
experiment_group: deberta_v3-base/new
run_name: agnews-business-.01/deberta_v3-base_anchoral_entropy_2023-12-06T10-52-24
data_path: /rds/user/pl487/hpc-work/anchoral/data
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