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: 681705472
cola_params: 32235456
compile: False
config_file: config/train_open_small.py
d_embd: -1
d_head: 64
d_model: 1024
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: 229376
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_params: 98304
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: 669122560
non_emb_params: 31907776
num_active_experts: 2
num_active_ffn_experts: 2
num_blocks: 4
num_experts: 16
num_ffn_experts: 1
opt_name: AdamW
out_dir: /chkpt/btt_norm_moe_e16_k2_ffe1k2_all_but_last_l3-dm1024-de-1-h-1-dh64-ttr1-194131
rank_frac: 0.2
spec_penalty_weight: 0.0
split_qkv: True
struct: btt_norm_moe
timestamp: 2024-05-14_194131
total_tokens: 6017506009
tt_dim: 2
tt_rank: 1
val: moe_gpt
vocab_size: 96
wandb_log: True
wandb_project: moe_gpt
wandb_run_name: btt_norm_moe_e16_k2_ffe1k2_all_but_last_l3-dm1024-de-1-h-1-dh64-ttr1-194131
warmup_iters: 2000
weight_decay: 0.0
I 2500 | L 1.2238 | P 3.368e+00 | Lt 1.2462 | Pt 3.444e+00 | H 3.6346 | ETA 32.49h
I 5000 | L 1.1416 | P 3.104e+00 | Lt 1.1646 | Pt 3.176e+00 | H 6.1045 | ETA 31.25h
I 7500 | L 1.1119 | P 3.014e+00 | Lt 1.1376 | Pt 3.092e+00 | H 8.5009 | ETA 30.32h
I 10000 | L 1.0951 | P 2.964e+00 | Lt 1.1100 | Pt 3.008e+00 | H 10.6626 | ETA 29.29h
I 12500 | L 1.0834 | P 2.930e+00 | Lt 1.0994 | Pt 2.977e+00 | H 12.6117 | ETA 28.45h
I 15000 | L 1.0754 | P 2.907e+00 | Lt 1.0908 | Pt 2.952e+00 | H 14.5168 | ETA 27.64h
I 17500 | L 1.0668 | P 2.882e+00 | Lt 1.0817 | Pt 2.925e+00 | H 16.3997 | ETA 26.84h
I 20000 | L 1.0620 | P 2.869e+00 | Lt 1.0814 | Pt 2.924e+00 | H 18.2118 | ETA 26.03h
I 22500 | L 1.0559 | P 2.851e+00 | Lt 1.0726 | Pt 2.899e+00 | H 20.3881 | ETA 25.23h
I 25000 | L 1.0501 | P 2.835e+00 | Lt 1.0691 | Pt 2.889e+00 | H 21.7232 | ETA 24.40h
I 27500 | L 1.0452 | P 2.821e+00 | Lt 1.0668 | Pt 2.882e+00 | H 23.7579 | ETA 23.57h
I 30000 | L 1.0406 | P 2.808e+00 | Lt 1.0607 | Pt 2.865e+00 | H 25.6291 | ETA 22.73h
I 32500 | L 1.0394 | P 2.805e+00 | Lt 1.0566 | Pt 2.853e+00 | H 27.3161 | ETA 21.92h
I 35000 | L 1.0371 | P 2.798e+00 | Lt 1.0506 | Pt 2.836e+00 | H 29.4730 | ETA 21.11h
I 37500 | L 1.0373 | P 2.799e+00 | Lt 1.0518 | Pt 2.840e+00 | H 31.3297 | ETA 20.31h
I 40000 | L 1.0329 | P 2.787e+00 | Lt 1.0488 | Pt 2.831e+00 | H 33.1521 | ETA 19.52h
I 42500 | L 1.0320 | P 2.784e+00 | Lt 1.0449 | Pt 2.820e+00 | H 35.1237 | ETA 18.71h
I 45000 | L 1.0288 | P 2.775e+00 | Lt 1.0442 | Pt 2.818e+00 | H 36.8884 | ETA 17.90h
I 47500 | L 1.0302 | P 2.779e+00 | Lt 1.0426 | Pt 2.814e+00 | H 39.0763 | ETA 17.10h
I 50000 | L 1.0253 | P 2.766e+00 | Lt 1.0453 | Pt 2.821e+00 | H 40.8994 | ETA 16.28h
I 52500 | L 1.0237 | P 2.761e+00 | Lt 1.0386 | Pt 2.803e+00 | H 42.6082 | ETA 15.46h
I 55000 | L 1.0225 | P 2.758e+00 | Lt 1.0342 | Pt 2.790e+00 | H 44.7056 | ETA 14.65h
I 57500 | L 1.0205 | P 2.753e+00 | Lt 1.0351 | Pt 2.793e+00 | H 46.8014 | ETA 13.84h
I 60000 | L 1.0188 | P 2.748e+00 | Lt 1.0329 | Pt 2.787e+00 | H 48.8028 | ETA 13.03h
I 62500 | L 1.0189 | P 2.748e+00 | Lt 1.0355 | Pt 2.794e+00 | H 50.7354 | ETA 12.22h
I 65000 | L 1.0148 | P 2.737e+00 | Lt 1.0294 | Pt 2.777e+00 | H 52.6529 | ETA 11.41h
I 67500 | L 1.0165 | P 2.742e+00 | Lt 1.0325 | Pt 2.786e+00 | H 55.0014 | ETA 10.59h
I 70000 | L 1.0126 | P 2.731e+00 | Lt 1.0303 | Pt 2.780e+00 | H 56.7264 | ETA 9.78h
I 72500 | L 1.0121 | P 2.730e+00 | Lt 1.0251 | Pt 2.765e+00 | H 58.9233 | ETA 8.96h
I 75000 | L 1.0108 | P 2.726e+00 | Lt 1.0307 | Pt 2.781e+00 | H 60.9092 | ETA 8.15h
I 77500 | L 1.0128 | P 2.732e+00 | Lt 1.0227 | Pt 2.759e+00 | H 63.1014 | ETA 7.34h
I 80000 | L 1.0124 | P 2.731e+00 | Lt 1.0262 | Pt 2.768e+00 | H 65.3343 | ETA 6.53h
I 82500 | L 1.0126 | P 2.731e+00 | Lt 1.0224 | Pt 2.758e+00 | H 67.3259 | ETA 5.72h
I 85000 | L 1.0109 | P 2.727e+00 | Lt 1.0255 | Pt 2.766e+00 | H 69.8531 | ETA 4.90h
I 87500 | L 1.0079 | P 2.719e+00 | Lt 1.0230 | Pt 2.759e+00 | H 71.5263 | ETA 4.08h
I 90000 | L 1.0049 | P 2.711e+00 | Lt 1.0231 | Pt 2.760e+00 | H 73.2671 | ETA 3.27h
I 92500 | L 1.0094 | P 2.723e+00 | Lt 1.0189 | Pt 2.748e+00 | H 75.8826 | ETA 2.45h
I 95000 | L 1.0093 | P 2.722e+00 | Lt 1.0229 | Pt 2.759e+00 | H 77.7910 | ETA 1.63h
I 97500 | L 1.0067 | P 2.715e+00 | Lt 1.0229 | Pt 2.759e+00 | H 80.0500 | ETA 0.82h
I 100000 | L 1.0046 | P 2.710e+00 | Lt 1.0215 | Pt 2.755e+00 | H 82.1244 | ETA 0.00h
I 100001 | L 1.0046 | P 2.710e+00 | Lt 1.0215 | Pt 2.755e+00
Finished training!
