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: 100433920.0
cola_params: 2105508
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: 3
neurons: 0
non_emb_flops: 97288192.0
non_emb_params: 2023588
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_l3-dm256-de-1-h-1-dh64-ttr1-235824
rank_frac: 0.2
spec_penalty_weight: 0.0
split_qkv: True
struct: btt_norm_moe_para
timestamp: 2024-05-18_235824
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_l3-dm256-de-1-h-1-dh64-ttr1-235824
warmup_iters: 2000
weight_decay: 0.0
I 2500 | L 1.3283 | P 3.736e+00 | Lt 1.3503 | Pt 3.818e+00 | H 5.8237 | ETA 2.43h
I 5000 | L 1.2690 | P 3.522e+00 | Lt 1.2937 | Pt 3.610e+00 | H 12.0210 | ETA 2.38h
I 7500 | L 1.2477 | P 3.449e+00 | Lt 1.2700 | Pt 3.526e+00 | H 16.3748 | ETA 2.32h
I 10000 | L 1.2281 | P 3.382e+00 | Lt 1.2558 | Pt 3.477e+00 | H 19.8008 | ETA 2.25h
I 12500 | L 1.2205 | P 3.357e+00 | Lt 1.2435 | Pt 3.434e+00 | H 22.9585 | ETA 2.18h
I 15000 | L 1.2150 | P 3.339e+00 | Lt 1.2369 | Pt 3.412e+00 | H 26.0217 | ETA 2.13h
I 17500 | L 1.2085 | P 3.317e+00 | Lt 1.2291 | Pt 3.386e+00 | H 29.1773 | ETA 2.07h
I 20000 | L 1.2058 | P 3.308e+00 | Lt 1.2250 | Pt 3.372e+00 | H 32.1614 | ETA 2.01h
I 22500 | L 1.1972 | P 3.280e+00 | Lt 1.2222 | Pt 3.363e+00 | H 35.0139 | ETA 1.94h
I 25000 | L 1.1979 | P 3.283e+00 | Lt 1.2171 | Pt 3.346e+00 | H 37.5281 | ETA 1.88h
I 27500 | L 1.1903 | P 3.258e+00 | Lt 1.2164 | Pt 3.343e+00 | H 40.5530 | ETA 1.82h
I 30000 | L 1.1932 | P 3.267e+00 | Lt 1.2137 | Pt 3.335e+00 | H 43.1054 | ETA 1.76h
I 32500 | L 1.1919 | P 3.263e+00 | Lt 1.2069 | Pt 3.312e+00 | H 46.4832 | ETA 1.69h
I 35000 | L 1.1851 | P 3.241e+00 | Lt 1.2103 | Pt 3.323e+00 | H 49.4499 | ETA 1.63h
I 37500 | L 1.1867 | P 3.246e+00 | Lt 1.2073 | Pt 3.313e+00 | H 52.7396 | ETA 1.57h
I 40000 | L 1.1869 | P 3.247e+00 | Lt 1.2079 | Pt 3.315e+00 | H 54.5796 | ETA 1.50h
I 42500 | L 1.1799 | P 3.225e+00 | Lt 1.2039 | Pt 3.302e+00 | H 57.4098 | ETA 1.44h
I 45000 | L 1.1806 | P 3.227e+00 | Lt 1.2023 | Pt 3.297e+00 | H 60.9978 | ETA 1.38h
I 47500 | L 1.1807 | P 3.227e+00 | Lt 1.1972 | Pt 3.280e+00 | H 63.4999 | ETA 1.31h
I 50000 | L 1.1770 | P 3.215e+00 | Lt 1.1976 | Pt 3.282e+00 | H 66.3251 | ETA 1.25h
I 52500 | L 1.1795 | P 3.223e+00 | Lt 1.1989 | Pt 3.286e+00 | H 69.1879 | ETA 1.19h
I 55000 | L 1.1703 | P 3.194e+00 | Lt 1.1942 | Pt 3.271e+00 | H 71.7425 | ETA 1.13h
I 57500 | L 1.1752 | P 3.209e+00 | Lt 1.1967 | Pt 3.279e+00 | H 74.2896 | ETA 1.07h
I 60000 | L 1.1734 | P 3.204e+00 | Lt 1.1913 | Pt 3.261e+00 | H 76.6087 | ETA 1.00h
I 62500 | L 1.1710 | P 3.196e+00 | Lt 1.1904 | Pt 3.258e+00 | H 80.5849 | ETA 0.94h
I 65000 | L 1.1737 | P 3.205e+00 | Lt 1.1909 | Pt 3.260e+00 | H 82.4845 | ETA 0.88h
I 67500 | L 1.1677 | P 3.186e+00 | Lt 1.1935 | Pt 3.268e+00 | H 85.3351 | ETA 0.81h
I 70000 | L 1.1704 | P 3.194e+00 | Lt 1.1955 | Pt 3.275e+00 | H 87.9991 | ETA 0.75h
I 72500 | L 1.1703 | P 3.194e+00 | Lt 1.1923 | Pt 3.264e+00 | H 90.6708 | ETA 0.69h
I 75000 | L 1.1679 | P 3.186e+00 | Lt 1.1894 | Pt 3.255e+00 | H 93.9596 | ETA 0.62h
I 77500 | L 1.1679 | P 3.186e+00 | Lt 1.1883 | Pt 3.251e+00 | H 96.9335 | ETA 0.56h
I 80000 | L 1.1646 | P 3.176e+00 | Lt 1.1911 | Pt 3.260e+00 | H 98.7515 | ETA 0.50h
I 82500 | L 1.1669 | P 3.183e+00 | Lt 1.1897 | Pt 3.256e+00 | H 102.1548 | ETA 0.44h
I 85000 | L 1.1643 | P 3.175e+00 | Lt 1.1922 | Pt 3.264e+00 | H 104.6407 | ETA 0.37h
I 87500 | L 1.1638 | P 3.173e+00 | Lt 1.1872 | Pt 3.248e+00 | H 106.9190 | ETA 0.31h
I 90000 | L 1.1641 | P 3.174e+00 | Lt 1.1878 | Pt 3.250e+00 | H 110.8254 | ETA 0.25h
I 92500 | L 1.1636 | P 3.173e+00 | Lt 1.1849 | Pt 3.240e+00 | H 112.5800 | ETA 0.19h
I 95000 | L 1.1643 | P 3.175e+00 | Lt 1.1831 | Pt 3.235e+00 | H 116.8246 | ETA 0.12h
I 97500 | L 1.1616 | P 3.166e+00 | Lt 1.1826 | Pt 3.233e+00 | H 118.5728 | ETA 0.06h
I 100000 | L 1.1563 | P 3.150e+00 | Lt 1.1831 | Pt 3.235e+00 | H 122.0722 | ETA 0.00h
I 100001 | L 1.1563 | P 3.150e+00 | Lt 1.1831 | Pt 3.235e+00
Finished training!
