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: 141246464
cola_params: 1813248
compile: False
config_file: config/train_open_small.py
d_embd: -1
d_head: 64
d_model: 128
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: 28672
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: 12288
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: 139673600
non_emb_params: 1772288
num_active_experts: 2
num_active_ffn_experts: 2
num_blocks: 4
num_experts: 0
num_ffn_experts: 4
opt_name: AdamW
out_dir: /chkpt/dense_e0_k2_ffe4k2_all_but_last_l3-dm128-de-1-h-1-dh64-ttr1-172232
rank_frac: 0.2
spec_penalty_weight: 0.0
split_qkv: True
struct: dense
timestamp: 2024-05-18_172232
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: dense_e0_k2_ffe4k2_all_but_last_l3-dm128-de-1-h-1-dh64-ttr1-172232
warmup_iters: 2000
weight_decay: 0.0
I 2500 | L 1.3503 | P 3.818e+00 | Lt 1.3713 | Pt 3.899e+00 | H 36.4800 | ETA 1.51h
I 5000 | L 1.2908 | P 3.600e+00 | Lt 1.3121 | Pt 3.676e+00 | H 105.8673 | ETA 1.51h
I 7500 | L 1.2656 | P 3.511e+00 | Lt 1.2874 | Pt 3.587e+00 | H 154.6045 | ETA 1.48h
I 10000 | L 1.2587 | P 3.487e+00 | Lt 1.2804 | Pt 3.563e+00 | H 199.3319 | ETA 1.44h
I 12500 | L 1.2429 | P 3.432e+00 | Lt 1.2672 | Pt 3.516e+00 | H 238.4108 | ETA 1.40h
I 15000 | L 1.2383 | P 3.417e+00 | Lt 1.2631 | Pt 3.502e+00 | H 276.0338 | ETA 1.36h
I 17500 | L 1.2325 | P 3.397e+00 | Lt 1.2576 | Pt 3.483e+00 | H 319.9337 | ETA 1.32h
I 20000 | L 1.2297 | P 3.388e+00 | Lt 1.2536 | Pt 3.469e+00 | H 362.1016 | ETA 1.28h
I 22500 | L 1.2294 | P 3.387e+00 | Lt 1.2478 | Pt 3.449e+00 | H 405.0272 | ETA 1.24h
I 25000 | L 1.2254 | P 3.373e+00 | Lt 1.2458 | Pt 3.442e+00 | H 444.1476 | ETA 1.21h
I 27500 | L 1.2230 | P 3.365e+00 | Lt 1.2434 | Pt 3.434e+00 | H 486.4823 | ETA 1.17h
I 30000 | L 1.2167 | P 3.344e+00 | Lt 1.2437 | Pt 3.435e+00 | H 533.3823 | ETA 1.13h
I 32500 | L 1.2154 | P 3.340e+00 | Lt 1.2373 | Pt 3.413e+00 | H 581.0243 | ETA 1.09h
I 35000 | L 1.2171 | P 3.346e+00 | Lt 1.2377 | Pt 3.415e+00 | H 619.6434 | ETA 1.05h
I 37500 | L 1.2132 | P 3.333e+00 | Lt 1.2338 | Pt 3.402e+00 | H 675.5487 | ETA 1.01h
I 40000 | L 1.2159 | P 3.342e+00 | Lt 1.2328 | Pt 3.398e+00 | H 720.2930 | ETA 0.97h
I 42500 | L 1.2091 | P 3.319e+00 | Lt 1.2264 | Pt 3.377e+00 | H 764.9821 | ETA 0.93h
I 45000 | L 1.2121 | P 3.329e+00 | Lt 1.2248 | Pt 3.371e+00 | H 809.3246 | ETA 0.89h
I 47500 | L 1.2041 | P 3.303e+00 | Lt 1.2306 | Pt 3.391e+00 | H 860.1567 | ETA 0.85h
I 50000 | L 1.2037 | P 3.302e+00 | Lt 1.2263 | Pt 3.376e+00 | H 903.3533 | ETA 0.81h
I 52500 | L 1.2059 | P 3.309e+00 | Lt 1.2287 | Pt 3.384e+00 | H 947.9291 | ETA 0.76h
I 55000 | L 1.2005 | P 3.291e+00 | Lt 1.2266 | Pt 3.377e+00 | H 997.6935 | ETA 0.72h
I 57500 | L 1.2020 | P 3.296e+00 | Lt 1.2275 | Pt 3.380e+00 | H 1060.8464 | ETA 0.68h
I 60000 | L 1.2041 | P 3.303e+00 | Lt 1.2259 | Pt 3.375e+00 | H 1108.5569 | ETA 0.64h
I 62500 | L 1.2035 | P 3.301e+00 | Lt 1.2222 | Pt 3.363e+00 | H 1144.9746 | ETA 0.60h
I 65000 | L 1.1994 | P 3.288e+00 | Lt 1.2191 | Pt 3.352e+00 | H 1216.5553 | ETA 0.56h
I 67500 | L 1.2020 | P 3.296e+00 | Lt 1.2197 | Pt 3.354e+00 | H 1269.1018 | ETA 0.52h
I 70000 | L 1.1973 | P 3.280e+00 | Lt 1.2191 | Pt 3.352e+00 | H 1316.9421 | ETA 0.48h
I 72500 | L 1.1989 | P 3.286e+00 | Lt 1.2247 | Pt 3.371e+00 | H 1360.8735 | ETA 0.44h
I 75000 | L 1.1958 | P 3.276e+00 | Lt 1.2159 | Pt 3.342e+00 | H 1417.4893 | ETA 0.40h
I 77500 | L 1.1980 | P 3.283e+00 | Lt 1.2157 | Pt 3.341e+00 | H 1481.9062 | ETA 0.36h
I 80000 | L 1.1955 | P 3.275e+00 | Lt 1.2170 | Pt 3.345e+00 | H 1533.8616 | ETA 0.32h
I 82500 | L 1.1958 | P 3.276e+00 | Lt 1.2154 | Pt 3.340e+00 | H 1584.0174 | ETA 0.28h
I 85000 | L 1.1919 | P 3.263e+00 | Lt 1.2130 | Pt 3.332e+00 | H 1629.4915 | ETA 0.24h
I 87500 | L 1.1913 | P 3.261e+00 | Lt 1.2154 | Pt 3.340e+00 | H 1690.6724 | ETA 0.20h
I 90000 | L 1.1944 | P 3.271e+00 | Lt 1.2147 | Pt 3.338e+00 | H 1749.2320 | ETA 0.16h
I 92500 | L 1.1911 | P 3.260e+00 | Lt 1.2106 | Pt 3.324e+00 | H 1802.5688 | ETA 0.12h
I 95000 | L 1.1943 | P 3.271e+00 | Lt 1.2133 | Pt 3.333e+00 | H 1867.7149 | ETA 0.08h
I 97500 | L 1.1909 | P 3.260e+00 | Lt 1.2144 | Pt 3.337e+00 | H 1912.3592 | ETA 0.04h
I 100000 | L 1.1917 | P 3.262e+00 | Lt 1.2179 | Pt 3.348e+00 | H 1966.0693 | ETA 0.00h
I 100001 | L 1.1917 | P 3.262e+00 | Lt 1.2179 | Pt 3.348e+00
Finished training!
