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run_gpt2_350M_edu_hermes.sh
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# GPT-3 (124M) repro on FineWeb
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# 124M parameter model on 300B tokens
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# note context length: 1024 -> 2048 for GPT-3
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# => 6 * 124e6 * 300e9 = 7.44e18 ~= 2.2e20 capability model
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# 565,950 steps of 524,288 tokens/step
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# on 8X A100 80GB SXM ($14/hr) steps in ~300ms/iter
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# => training time 565,950 * 300ms ~= 47 hours ~= $658
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make train_gpt2cu USE_CUDNN=1
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out_dir="log_gpt2_350M_edu_hermes"
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done_file="$out_dir/DONE_00019622"
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while true; do
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# exit condition is that optimization has finished
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if [ -f "$done_file" ]; then
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echo "File $done_file exists. Exiting the loop."
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break
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fi
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# run python dev/data/fineweb_edu_hermes.py --version 10B to prepro data
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# run python dev/data/hellaswag.py to prepro hellaswag eval
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mpirun -np 2 ./train_gpt2cu \
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-i "dev/data/edu_fineweb10B_hermes/edu_fineweb_hermes_train_*.bin" \
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-j "dev/data/edu_fineweb10B_hermes/edu_fineweb_hermes_val_*.bin" \
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-o $out_dir \
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-v 250 -s 5000 -g 144 \
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-h 1 \
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-b 16 -t 1024 \
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-d 524288 \
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-r 0 \
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-z 1 \
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-c 0.1 \
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-l 0.0003 \
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-q 0.0 \
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-u 700 \
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-n 5000 \
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-sl 7.0 -sg 7.0 \
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-y 1 \
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-x 19622 \
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-e "d24"
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sleep 1
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done
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