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global {
ducttape_output=/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_llama2_all_20B
repo=/mnt/data/jpombal/multilinguality_megatron
external_model_dir=/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_llama2_all_20B/mc4_checkpoints
model_path=/mnt/data_2/cache/models--meta-llama--Llama-2-7b-hf/snapshots/6fdf2e60f86ff2481f2241aaee459f85b5b0bbb9
tokenizer_path=/mnt/data_2/cache/models--meta-llama--Llama-2-7b-hf/snapshots/6fdf2e60f86ff2481f2241aaee459f85b5b0bbb9/tokenizer.model
dataset=(Dataset: en de fr es it nl pt ru zh ko)
dataset_path=(Dataset:
en=/mnt/data_2/shared/tower_llm_data/en/data
es=/mnt/data_2/shared/tower_llm_data/es/3/0000.json.gz
de=/mnt/data_2/shared/tower_llm_data/de/2/0000.json.gz
fr=/mnt/data_2/shared/tower_llm_data/fr/1/0000.json.gz
nl=/mnt/data_2/shared/tower_llm_data/nl/0000.json.gz
pt=/mnt/data_2/shared/tower_llm_data/pt/0000.json.gz
it=/mnt/data_2/shared/tower_llm_data/it/0000.json.gz
ru=/mnt/data_2/shared/tower_llm_data/ru/6/0000.json.gz
zh=/mnt/data_2/shared/tower_llm_data/zh/0000.json.gz
ko=/mnt/data_2/shared/tower_llm_data/ko/0000.json.gz
)
is_hf_dataset=(Dataset:
en=True
es=False
de=False
fr=False
nl=False
pt=False
it=False
ru=False
zh=False
ko=False
)
threshold=(Dataset:
en=516
es=275
de=611
fr=322
nl=649
pt=257
it=332
ru=334
zh=2041
ko=198
)
datamix_weights=(
DataMix:
mc4_uniform=(
Dataset:
en=100
es=100
de=100
fr=100
nl=100
pt=100
it=100
ru=100
zh=100
ko=100
)
)
# number such that final tokens for each language are around 1B
n_tokens=(Dataset:
en=1000000000
es=833333330
de=833333330
fr=833333330
nl=833333330
pt=833333330
it=833333330
ru=500000000
zh=13888888
ko=250000000
)
min_perplexity=50
size=(Size: 7 13)
log_interval=1
save_interval=635
eval_interval=635
train_steps=12700
lr_scheduler=cosine
warmup_steps=127
lr=3e-5
lr_min=3e-6
weight_decay=0.1
n_gpus=8
gpu_ids=0,1,2,3,4,5,6,7
tp=(TP: 1 2 3 4)
pp=(PP: 1 2 3 4)
micro_batch_size=4
grad_accum_steps=12
vocab_size=32000
cpu_workers=16
wandb_run_id="llama2_7B_20b_base_vocab_uniform_cleaned_ppl_thresh_516_275_611_322_649_257_332_334_2041_198_and_wiki_33"
wikipedia=False
freeze_layers=""
posterior_tokens=False
n_posterior_tokens=False
eval_iters=1
is_parallel=False
lp=""
}
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