Commit
•
110b61c
1
Parent(s):
f661612
Add script
Browse files- to_meg_ru.slurm +110 -0
to_meg_ru.slurm
ADDED
|
@@ -0,0 +1,110 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/bin/bash
|
| 2 |
+
#SBATCH --ntasks=1 # number of MP tasks
|
| 3 |
+
#SBATCH --nodes=1
|
| 4 |
+
#SBATCH --cpus-per-task=64 # number of cores per tasks
|
| 5 |
+
#SBATCH --hint=nomultithread # we get physical cores not logical
|
| 6 |
+
#SBATCH --time=20:00:00 # maximum execution time (HH:MM:SS)
|
| 7 |
+
#SBATCH --output=%x-%j.out # output file name
|
| 8 |
+
#SBATCH --account=project_462000119
|
| 9 |
+
#SBATCH --partition=small
|
| 10 |
+
|
| 11 |
+
set -x -e
|
| 12 |
+
|
| 13 |
+
#source $six_ALL_CCFRWORK/start-tr13f-6B3-ml-t0
|
| 14 |
+
source /scratch/project_462000119/muennighoff/nov-2022-bettercom/venv/bin/activate
|
| 15 |
+
export HF_DATASETS_OFFLINE=1
|
| 16 |
+
export TRANSFORMERS_OFFLINE=1
|
| 17 |
+
|
| 18 |
+
#MEGATRON_DEEPSPEED_REPO=$six_ALL_CCFRWORK/code/tr13f-6B3-ml-t0/Megatron-DeepSpeed
|
| 19 |
+
MEGATRON_DEEPSPEED_REPO=/scratch/project_462000119/muennighoff/nov-2022-mtf/Megatron-DeepSpeed
|
| 20 |
+
|
| 21 |
+
TOKENIZER_PATH="bigscience/tokenizer"
|
| 22 |
+
|
| 23 |
+
LANGS=(
|
| 24 |
+
ak
|
| 25 |
+
ar
|
| 26 |
+
as
|
| 27 |
+
bm
|
| 28 |
+
bn
|
| 29 |
+
ca
|
| 30 |
+
code
|
| 31 |
+
en
|
| 32 |
+
es
|
| 33 |
+
eu
|
| 34 |
+
fon
|
| 35 |
+
fr
|
| 36 |
+
gu
|
| 37 |
+
hi
|
| 38 |
+
id
|
| 39 |
+
ig
|
| 40 |
+
ki
|
| 41 |
+
kn
|
| 42 |
+
lg
|
| 43 |
+
ln
|
| 44 |
+
ml
|
| 45 |
+
mr
|
| 46 |
+
ne
|
| 47 |
+
nso
|
| 48 |
+
ny
|
| 49 |
+
or
|
| 50 |
+
pa
|
| 51 |
+
pt
|
| 52 |
+
rn
|
| 53 |
+
rw
|
| 54 |
+
sn
|
| 55 |
+
st
|
| 56 |
+
sw
|
| 57 |
+
ta
|
| 58 |
+
te
|
| 59 |
+
tn
|
| 60 |
+
ts
|
| 61 |
+
tum
|
| 62 |
+
tw
|
| 63 |
+
ur
|
| 64 |
+
vi
|
| 65 |
+
wo
|
| 66 |
+
xh
|
| 67 |
+
yo
|
| 68 |
+
zh
|
| 69 |
+
zu
|
| 70 |
+
)
|
| 71 |
+
|
| 72 |
+
LANGS=(
|
| 73 |
+
ru
|
| 74 |
+
)
|
| 75 |
+
|
| 76 |
+
#DATA_PATH=/gpfswork/rech/six/commun/bigscience-training/jsonls/xp3cappedmixednewcodelong
|
| 77 |
+
#OUTPUT=/gpfswork/rech/six/commun/bigscience-training/xp3cappedmixednewcodelong
|
| 78 |
+
DATA_PATH=/scratch/project_462000119/muennighoff/nov-2022-mtf/xp3ru/ru
|
| 79 |
+
OUTPUT=/scratch/project_462000119/muennighoff/nov-2022-mtf/xp3rumegds
|
| 80 |
+
|
| 81 |
+
mkdir -p $OUTPUT
|
| 82 |
+
|
| 83 |
+
for val in {0..1}; do
|
| 84 |
+
LANG=${LANGS[$val]}
|
| 85 |
+
cd $DATA_PATH
|
| 86 |
+
# Merge
|
| 87 |
+
cat *.jsonl > merged_dups_$LANG.jsonl
|
| 88 |
+
# Drop duplicates (~1G / 37G for en) + Shuffle
|
| 89 |
+
sort -u merged_dups_$LANG.jsonl | shuf > merged_$LANG.jsonl
|
| 90 |
+
cd $MEGATRON_DEEPSPEED_REPO
|
| 91 |
+
python tools/preprocess_data.py \
|
| 92 |
+
--input $DATA_PATH/merged_$LANG.jsonl \
|
| 93 |
+
--output-prefix $OUTPUT/xp3_$LANG \
|
| 94 |
+
--dataset-impl mmap \
|
| 95 |
+
--json-key inputs \
|
| 96 |
+
--tokenizer-type PretrainedFromHF \
|
| 97 |
+
--tokenizer-name-or-path $TOKENIZER_PATH \
|
| 98 |
+
--workers 60
|
| 99 |
+
python tools/preprocess_data.py \
|
| 100 |
+
--input $DATA_PATH/merged_$LANG.jsonl \
|
| 101 |
+
--output-prefix $OUTPUT/xp3_$LANG \
|
| 102 |
+
--dataset-impl mmap \
|
| 103 |
+
--json-key targets \
|
| 104 |
+
--tokenizer-type PretrainedFromHF \
|
| 105 |
+
--tokenizer-name-or-path $TOKENIZER_PATH \
|
| 106 |
+
--append-eod \
|
| 107 |
+
--prepend-space \
|
| 108 |
+
--workers 60
|
| 109 |
+
done
|
| 110 |
+
|