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run_name: OLMO-250-40GB-700M-10-epoch
seed: 6198
epoch: null
dry_run: false
model:
d_model: 512
n_heads: 8
n_kv_heads: null
clip_qkv: null
n_layers: 8
mlp_ratio: 8
mlp_hidden_size: null
activation_type: swiglu
block_type: sequential
block_group_size: 1
alibi: false
alibi_bias_max: 8.0
rope: true
rope_full_precision: true
flash_attention: false
attention_dropout: 0.0
multi_query_attention: false
attention_layer_norm: false
residual_dropout: 0.0
embedding_dropout: 0.0
layer_norm_type: rms
layer_norm_with_affine: true
attention_layer_norm_with_affine: false
max_sequence_length: 250
include_bias: false
bias_for_layer_norm: false
scale_logits: false
vocab_size: 4096
embedding_size: 4096
weight_tying: false
eos_token_id: 3
pad_token_id: 3
init_device: meta
init_fn: mitchell
init_std: 0.02
init_cutoff_factor: null
precision: amp_bf16
optimizer:
name: adamw
learning_rate: 0.0006
weight_decay: 0.1
betas:
- 0.9
- 0.95
no_decay_norm_and_bias: null
decay_norm_and_bias: false
decay_embeddings: false
metrics_log_interval: 10
scheduler:
name: cosine_with_warmup
units: steps
t_warmup: 5000
t_max: null
alpha_f: 0.1
grad_clip_warmup_steps: null
grad_clip_warmup_factor: null
warmup_min_lr: null
data:
paths:
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datasets: null
label_mask_paths: null
pad_direction: right
generate_attention_mask: false
num_workers: 16
drop_last: true
pin_memory: true
prefetch_factor: 16
persistent_workers: true
timeout: 0
seed: null
restore_dataloader: true
fast_forward_batches: null
evaluators:
- label: human-chunk
type: lm
data:
paths: null
datasets:
dna-bert2-eval:
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label_mask_paths: null
pad_direction: right
generate_attention_mask: false
num_workers: 16
drop_last: true
pin_memory: false
prefetch_factor: null
persistent_workers: false
timeout: 0
seed: null
device_eval_batch_size: null
subset_num_batches: null
eval_interval: 10000
tokenizer:
identifier: tokenizers/allenai_eleuther-ai-gpt-neox-20b-pii-special.json
truncate_direction: right
save_folder: /mnt/data/pretrain_formal_60M
remote_save_folder: null
canceled_check_interval: 50
save_interval: 10000
save_interval_unsharded: 20000
save_interval_ephemeral: null
save_num_checkpoints_to_keep: 1
save_num_unsharded_checkpoints_to_keep: 10
save_overwrite: true
force_save_unsharded: false
no_pre_train_checkpoint: false
load_path: null
load_path_sharded_checkpointer: null
reset_optimizer_state: false
reset_trainer_state: false
sharded_checkpointer: torch_legacy
new_style_checkpoints: null
max_duration: 10ep
global_train_batch_size: 384
device_train_batch_size: 48
device_train_microbatch_size: 48
device_eval_batch_size: 48
eval_subset_num_batches: -1
eval_on_load: false
device_train_grad_accum: 1
max_grad_norm: 1.0
max_grad_norm_ratio: null
precision: amp_bf16
wandb:
project: olmo-dna
entity: zehui127-imperial-college-london
group: null
name: OLMO-250-40GB-700M-10-epoch
tags:
- watching
log_artifacts: false
rank_zero_only: true
log_interval: 1
speed_monitor:
window_size: 3
gpu_flops_available: null
console_log_interval: 1
gen1_gc_interval: 1
compile: null
fsdp:
use_orig_params: true
sharding_strategy: FULL_SHARD
wrapping_strategy: null
precision: mixed
softmax_auxiliary_loss: false
time_limit: 964000.0
extra_steps_after_cancel: 10
early_stopping_factor: null
save_data_indices: true
python_profiling: false
torch_profiling: false
stop_at: null
stop_after: null
activation_checkpointing: null
fused_loss: null
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