Upload run_gpt3_125M_edu_pr711.sh with huggingface_hub

run_gpt3_125M_edu_pr711.sh

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+# GPT-3 (125M) repro, but using FineWeb
+# 125M parameter model on 300B tokens
+# note context length: 1024 -> 2048 for GPT-3
+# => 6 * 125e6 * 300e9 = ~= 2.25e20 capability model
+# 572,204 steps of 524,288 tokens/step => 300B
+# on 8X A100 80GB SXM ($14/hr) steps in ~150ms/iter
+# => training time 572,204 * 150ms ~= 24 hours ~= $336
+
+make train_gpt2cu USE_CUDNN=1
+out_dir="log_gpt3_125M_edu_v4"
+done_file="$out_dir/DONE_00018794"
+
+while true; do
+
+    # exit condition is that optimization has finished
+    if [ -f "$done_file" ]; then
+        echo "File $done_file exists. Exiting the loop."
+        break
+    fi
+
+    mpirun -np 2 ./train_gpt2cu \
+                -i "dev/data/edu_fineweb10B/edu_fineweb_train_*.bin" \
+                -j "dev/data/edu_fineweb10B/edu_fineweb_val_*.bin" \
+                -o $out_dir \
+                -v 250 -s 1000 -g 144 \
+                -h 1 \
+                -b 16 -t 2048 \
+                -d 524288 \
+                -r 0 \
+                -z 1 \
+                -c 0.1 \
+                -l 0.006 \
+                -q 0.1 \
+                -u 1000 \
+                -n 500 \
+                -nk 5 \
+                -nm 2000 \
+                -ge 1 \
+                -sl 5.0 \
+                -sg 5.0 \
+                -y 1 \
+                -x 18794 \
+                -e "gpt3:c768"
+
+    sleep 1
+done