comma-loss-test / config.yaml
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checkpoints:
checkpoint_interval: 500
checkpoints_path: /scratch/craffel/checkpoints/commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-
checkpoints_path_is_shared_file_system: false
resume_checkpoint_path: s3://comma-v0.1-ablations/checkpoints/commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-
save_initial_state: true
data:
dataset:
dataloader_type: single
dataset_max_tokens: null
dataset_weights: null
datasets:
- bits_per_token: 16
filename_pattern: .*\.ds$
folder: /scratch/dataset/commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-/
original_folder: null
seed: 6
shuffle: true
skip_tokens: 0
pad_samples_to_global_batch_size: false
skip_in_stream: true
num_loading_workers: 0
seed: 6
experiment_logger:
tensorboard_logger:
push_to_hub_interval: 300
repo_id: craffel/commav0p1-ablations
repo_public: false
tensorboard_dir: /scratch/craffel/tensorboard-craffel-commav0p1-ablations
wandb_logger: null
general:
benchmark_csv_path: null
consumed_train_samples: 11776000
ignore_sanity_checks: true
project: commav0p1-ablations
run: commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-
seed: 42
step: 11500
kill_switch_path: null
lighteval:
batch_size: 16
checkpoints_path: null
generation: null
logging:
hub_repo_details: null
hub_repo_results: null
hub_repo_tensorboard: craffel/commav0p1-ablations
local_output_path: /scratch/craffel/lighteval/commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-
push_details_to_hub: false
push_results_to_hub: false
push_results_to_tensorboard: true
tensorboard_metric_prefix: e
parallelism:
dp: 8
expert_parallel_size: 1
pp: 1
pp_engine: 1f1b
tp: 1
tp_linear_async_communication: false
tp_mode: ALL_REDUCE
slurm_script_dir: /fsx/craffel/train/eval-scripts
slurm_template: /fsx/craffel/run_eval.slurm.jinja
tasks:
custom_tasks: brrr.lighteval.evaluation_tasks
dataset_loading_processes: 8
max_samples: 1000
multichoice_continuations_start_space: null
no_multichoice_continuations_start_space: null
num_fewshot_seeds: null
tasks: early-signal
wandb: null
logging:
iteration_step_info_interval: 1
log_level: info
log_level_replica: info
model:
ddp_bucket_cap_mb: 25
dtype: bfloat16
init_method:
std: 0.02
make_vocab_size_divisible_by: 1
model_config:
bos_token_id: 1
eos_token_id: 2
hidden_act: silu
hidden_size: 2048
initializer_range: 0.02
intermediate_size: 8192
is_llama_config: true
max_position_embeddings: 2048
num_attention_heads: 32
num_hidden_layers: 24
num_key_value_heads: 32
pad_token_id: null
pretraining_tp: 1
rms_norm_eps: 1.0e-05
rope_scaling: null
tie_word_embeddings: true
use_cache: true
vocab_size: 50272
optimizer:
accumulate_grad_in_fp32: true
adam_beta1: 0.9
adam_beta2: 0.95
adam_eps: 1.0e-08
clip_grad: 1.0
learning_rate_scheduler:
learning_rate: 0.0003
lr_decay_starting_step: null
lr_decay_steps: null
lr_decay_style: cosine
lr_warmup_steps: 500
lr_warmup_style: linear
min_decay_lr: 3.0e-05
torch_adam_is_fused: true
weight_decay: 0.1
zero_stage: 0
parallelism:
dp: 64
expert_parallel_size: 1
pp: 1
pp_engine: 1f1b
tp: 1
tp_linear_async_communication: true
tp_mode: REDUCE_SCATTER
profiler: null
s3_upload:
remove_after_upload: true
s5cmd_concurrency: 5
s5cmd_numworkers: 16
s5cmd_path: /fsx/craffel/miniconda3/envs/exp/bin/s5cmd
upload_s3_path: s3://comma-v0.1-ablations/checkpoints/commav0p1-ablations-1p82G-commonpile0p1filteredrebalanceddespaced-seed-6-
tokenizer:
tokenizer_max_length: null
tokenizer_name_or_path: gpt2
tokenizer_revision: null
tokens:
batch_accumulation_per_replica: 4
limit_test_batches: 0
limit_val_batches: 0
micro_batch_size: 4
sequence_length: 2048
train_steps: 166893
val_check_interval: 100