train: done 9g_lora.sh

9G-Train/apps/cpm9g/9g_lora.sh

@@ -0,0 +1,52 @@
+#! /bin/bash
+
+export MASTER_ADDR="localhost"
+export MASTER_PORT=12347
+
+CPM_PATH="/workspace/repo/CPM-9G-8B/9G-Train"
+EXP_PATH=/workspace/repo/CPM-9G-8B/results/lora/test/models_0824
+MODEL_NAME="9g-sft"
+
+OPTS=""
+OPTS+=" --vocab /v2/sft_8b_v2/vocab.txt"
+OPTS+=" --model-config /v2/sft_8b_v2/config.json"
+
+OPTS+=" --train-iters 695"
+OPTS+=" --inspect-iters 2000"
+OPTS+=" --warmup-iters 20"
+
+OPTS+=" --lr-decay-style cosine"
+OPTS+=" --weight-decay 0.01"
+OPTS+=" --clip-grad 1.0"
+OPTS+=" --loss-scale 1048576"
+OPTS+=" --max-loss-scale 33554432"
+OPTS+=" --min-loss-scale 1"
+OPTS+=" --loss-scale-steps 32"
+
+OPTS+=" --offload"
+OPTS+=" --batch-size 2"
+OPTS+=" --max-length 4096"
+OPTS+=" --lr 3e-4"
+OPTS+=" --start-step 0"
+OPTS+=" --epoch 4"
+OPTS+=" --load /v2/sft_8b_v2/cpm_live_8b-1500-float16.pt"
+OPTS+=" --dataset /workspace/repo/CPM-9G-8B/dataset_bin"
+# TODO 这些 /data 在启元机器上需要改成 /home 下的路径
+OPTS+=" --save ${EXP_PATH}/checkpoints"
+OPTS+=" --save-name ${MODEL_NAME}"
+OPTS+=" --tensorboard /workspace/repo/CPM-9G-8B/logs/tensorboard/${MODEL_NAME}/${CUR_DATE}/"
+
+OPTS+=" --delta-tuning"
+OPTS+=" --delta-type lora"
+OPTS+=" --lora-r 64" # 常用的lora 参数
+OPTS+=" --lora-dropout 0.05"
+OPTS+=" --lora-alpha 64" # 常用的lora alpha 参数
+OPTS+=" --lora-layer project_q project_v project_k w_0 w_1 w_out"
+OPTS+=" --save-origin-model"
+
+OPTS+=" $@"
+
+CMD="torchrun --nnodes=1 --nproc_per_node=2 --rdzv_id=1 --rdzv_backend=c10d --rdzv_endpoint=${MASTER_ADDR}:${MASTER_PORT} ${CPM_PATH}/apps/cpm9g/sft_cpm9g_delta.py ${OPTS}"
+
+echo "${CMD}"
+$CMD