wehub-resource-sync
44 lines
1.3 KiB
Bash
44 lines
1.3 KiB
Bash
# GPT-2 (1558M) repro on FineWeb-EDU
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# 1558M parameter model on 32B tokens
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# => 6 * 1558e6 * 32e9 = 6.966e20 ~= 3e20 capability model
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# 32,000 steps on ~1M tokens/step (1,048,576 to be precise)
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# on 8X H100 80GB SXM ($28/hr) steps in 2.80s/iter
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# => training time 32,000 steps * 2.7s => 24 hours ~= 1 day ~= $672
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make train_gpt2cu USE_CUDNN=1
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out_dir="log_gpt2_1558M"
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done_file="$out_dir/DONE_00032000"
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# in case the training stalls or crashes, loop to resume (-y 1)
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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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mpirun -np 8 ./train_gpt2cu \
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-i "dev/data/edu_fineweb100B/edu_fineweb_train_*.bin" \
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-j "dev/data/edu_fineweb100B/edu_fineweb_val_*.bin" \
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-o $out_dir \
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-v 250 -s 300000 -g 384 \
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-h 1 \
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-b 16 -t 1024 \
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-d 1048576 \
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-r 0 \
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-z 1 \
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-c 0.1 \
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-k "cosine" \
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-l 0.0006 \
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-q 0.1 \
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-u 700 \
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-n 2000 \
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-x 32000 \
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-ge 1 \
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-y 1 \
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-e "d48"
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sleep 1
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done
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