always_save_checkpoint: False
arg: --wandb_project=moe_gpt
attempt: moe_gpt
aux_loss_weight: 0.01
axial: False
backend: nccl
base_d_embd: 768
base_d_head: 64
base_d_model: 768
base_ffn_expansion: 1
base_n_head: -1
batch_size: 64
beta1: 0.9
beta2: 0.95
bias: False
block_size: 128
ckpt_path:
cola_flops: 294682624.0
cola_params: 6152172
compile: False
config_file: config/train_open_small.py
d_embd: -1
d_head: 64
d_model: 256
data_dir: /storage/data
dataset: open
decay_lr: False
device: cuda
device_type: cuda
do_qk_ln: True
dropout: 0.0
dtype: bfloat16
emb_params: 57344
eval_interval: 2500
eval_iters: 200
eval_only: False
every_n_fwds: 200
expr:
ffn_expansion: 4
grad_clip: 1.0
gradient_accumulation_steps: 8
head_btt_case_proj: (n|d|n|d)
head_btt_case_qkv: (n|d|n|d)
head_params: 24576
init_lr: 0.003
input_lr_mult: 1.0
key: wandb_project
layers: all_but_last
lm_head_rank_frac: -1.0
lm_head_struct:
lm_head_tt_rank: -1
log_interval: 100
lr_decay_iters: 100000
max_iters: 100000
min_lr: 0.00030000000000000003
n_head: -1
n_layer: 9
neurons: 0
non_emb_flops: 291536896.0
non_emb_params: 6070252
num_active_experts: 2
num_active_ffn_experts: 2
num_blocks: 4
num_experts: 8
num_ffn_experts: 1
opt_name: AdamW
out_dir: /chkpt/btt_norm_moe_para_e8_k2_ffe1k2_all_but_last_l9-dm256-de-1-h-1-dh64-ttr1-010529
rank_frac: 0.2
spec_penalty_weight: 0.0
split_qkv: True
struct: btt_norm_moe_para
timestamp: 2024-05-19_010529
total_tokens: 6017506009
tt_dim: 2
tt_rank: 1
use_head_btt: False
val: moe_gpt
vocab_size: 96
wandb_log: True
wandb_project: moe_gpt
wandb_run_name: btt_norm_moe_para_e8_k2_ffe1k2_all_but_last_l9-dm256-de-1-h-1-dh64-ttr1-010529
warmup_iters: 2000
weight_decay: 0.0
I 2500 | L 1.2697 | P 3.525e+00 | Lt 1.2904 | Pt 3.598e+00 | H 4.6538 | ETA 6.81h
I 5000 | L 1.1993 | P 3.287e+00 | Lt 1.2183 | Pt 3.350e+00 | H 8.3206 | ETA 6.69h
I 7500 | L 1.1737 | P 3.205e+00 | Lt 1.1952 | Pt 3.274e+00 | H 11.0778 | ETA 6.55h
I 10000 | L 1.1576 | P 3.154e+00 | Lt 1.1769 | Pt 3.215e+00 | H 13.6011 | ETA 6.38h
I 12500 | L 1.1458 | P 3.117e+00 | Lt 1.1676 | Pt 3.185e+00 | H 15.7145 | ETA 6.23h
I 15000 | L 1.1344 | P 3.082e+00 | Lt 1.1568 | Pt 3.151e+00 | H 17.7818 | ETA 6.07h
I 17500 | L 1.1325 | P 3.076e+00 | Lt 1.1467 | Pt 3.120e+00 | H 20.1712 | ETA 5.92h
I 20000 | L 1.1232 | P 3.048e+00 | Lt 1.1465 | Pt 3.119e+00 | H 21.9620 | ETA 5.74h
I 22500 | L 1.1216 | P 3.043e+00 | Lt 1.1405 | Pt 3.101e+00 | H 24.8523 | ETA 5.56h
I 25000 | L 1.1146 | P 3.022e+00 | Lt 1.1367 | Pt 3.089e+00 | H 26.8759 | ETA 5.38h
I 27500 | L 1.1137 | P 3.019e+00 | Lt 1.1348 | Pt 3.083e+00 | H 29.0660 | ETA 5.21h
I 30000 | L 1.1123 | P 3.015e+00 | Lt 1.1251 | Pt 3.054e+00 | H 30.8639 | ETA 5.04h
I 32500 | L 1.1058 | P 2.996e+00 | Lt 1.1292 | Pt 3.066e+00 | H 33.1913 | ETA 4.86h
I 35000 | L 1.1067 | P 2.998e+00 | Lt 1.1245 | Pt 3.052e+00 | H 35.5638 | ETA 4.67h
I 37500 | L 1.1065 | P 2.998e+00 | Lt 1.1222 | Pt 3.045e+00 | H 37.6198 | ETA 4.49h
I 40000 | L 1.1003 | P 2.979e+00 | Lt 1.1167 | Pt 3.029e+00 | H 40.0802 | ETA 4.31h
I 42500 | L 1.1005 | P 2.980e+00 | Lt 1.1207 | Pt 3.041e+00 | H 42.5516 | ETA 4.13h
I 45000 | L 1.0982 | P 2.973e+00 | Lt 1.1201 | Pt 3.039e+00 | H 45.6568 | ETA 3.95h
I 47500 | L 1.0976 | P 2.971e+00 | Lt 1.1140 | Pt 3.020e+00 | H 47.4669 | ETA 3.77h
I 50000 | L 1.0933 | P 2.959e+00 | Lt 1.1146 | Pt 3.022e+00 | H 49.3432 | ETA 3.59h
I 52500 | L 1.0930 | P 2.958e+00 | Lt 1.1120 | Pt 3.014e+00 | H 52.6174 | ETA 3.41h
I 55000 | L 1.0893 | P 2.947e+00 | Lt 1.1130 | Pt 3.017e+00 | H 54.5488 | ETA 3.23h
I 57500 | L 1.0942 | P 2.962e+00 | Lt 1.1097 | Pt 3.008e+00 | H 57.2597 | ETA 3.05h
I 60000 | L 1.0916 | P 2.954e+00 | Lt 1.1078 | Pt 3.002e+00 | H 59.2907 | ETA 2.87h
I 62500 | L 1.0912 | P 2.953e+00 | Lt 1.1015 | Pt 2.983e+00 | H 62.6619 | ETA 2.69h
I 65000 | L 1.0898 | P 2.949e+00 | Lt 1.1075 | Pt 3.001e+00 | H 65.3611 | ETA 2.51h
I 67500 | L 1.0861 | P 2.938e+00 | Lt 1.1063 | Pt 2.997e+00 | H 67.8660 | ETA 2.34h
I 70000 | L 1.0863 | P 2.938e+00 | Lt 1.1019 | Pt 2.984e+00 | H 70.8446 | ETA 2.16h
I 72500 | L 1.0873 | P 2.941e+00 | Lt 1.1033 | Pt 2.988e+00 | H 71.8822 | ETA 1.98h
I 75000 | L 1.0853 | P 2.935e+00 | Lt 1.1029 | Pt 2.987e+00 | H 75.6767 | ETA 1.80h
I 77500 | L 1.0890 | P 2.946e+00 | Lt 1.1040 | Pt 2.991e+00 | H 77.7497 | ETA 1.62h
I 80000 | L 1.0828 | P 2.928e+00 | Lt 1.1021 | Pt 2.985e+00 | H 82.3274 | ETA 1.44h
I 82500 | L 1.0830 | P 2.929e+00 | Lt 1.1014 | Pt 2.983e+00 | H 83.1367 | ETA 1.26h
I 85000 | L 1.0853 | P 2.935e+00 | Lt 1.0993 | Pt 2.976e+00 | H 86.7115 | ETA 1.08h
I 87500 | L 1.0781 | P 2.915e+00 | Lt 1.1015 | Pt 2.983e+00 | H 89.1275 | ETA 0.90h
I 90000 | L 1.0787 | P 2.916e+00 | Lt 1.0965 | Pt 2.968e+00 | H 92.2322 | ETA 0.72h
I 92500 | L 1.0808 | P 2.922e+00 | Lt 1.0975 | Pt 2.971e+00 | H 95.2880 | ETA 0.54h
I 95000 | L 1.0783 | P 2.915e+00 | Lt 1.0990 | Pt 2.976e+00 | H 97.6405 | ETA 0.36h
I 97500 | L 1.0801 | P 2.920e+00 | Lt 1.0965 | Pt 2.968e+00 | H 101.2545 | ETA 0.18h
I 100000 | L 1.0748 | P 2.905e+00 | Lt 1.0962 | Pt 2.968e+00 | H 104.3634 | ETA 0.00h
I 100001 | L 1.0748 | P 2.905e+00 | Lt 1.0962 | Pt 2.968e+00
Finished training!
