diff --git a/examples/finetune/README.md b/examples/finetune/README.md
index 688061c8d..99111d150 100644
--- a/examples/finetune/README.md
+++ b/examples/finetune/README.md
@@ -28,38 +28,38 @@ wget https://raw.githubusercontent.com/brunoklein99/deep-learning-notes/master/s
 # ./bin/main -m open-llama-3b-v2-q8_0.gguf --lora lora-open-llama-3b-v2-q8_0-shakespeare-LATEST.bin
 
 # mac os mistral
+dataset=slqm \
 data_dir="../models/"  \
 model_dir="../models/ggmls/" \
 model_name="openbuddy-mistral-7b-v13.1-q2_k" \
-dataset=slqm \
 sh examples/finetune/finetune.sh >${model_name}.log
 
 #云电脑   mistral
+dataset=slqm \
 data_dir="../"  \
 model_dir="../"  \
-dataset=slqm \
 model_name="openbuddy-mistral-7b-v13.1-q2_k" \
 sh examples/finetune/finetune.sh >${model_name}.log
 
 # mac os llama2
+dataset=slqm \
 data_dir="../models/"  \
 model_dir="../models/ggmls/" \
 model_name="chinese-llama-2-7b-16k.Q2_K" \
-dataset=slqm \
 sh examples/finetune/finetune.sh >${model_name}.log
 
 #云电脑   llama2
+dataset="slqm" \
 data_dir="../"  \
 model_dir="../"  \
-dataset=slqm \
 model_name="chinese-llama-2-7b-16k.Q2_K" \
 sh examples/finetune/finetune.sh >${model_name}.log
 
 
 #云电脑   finetune-bc
+dataset="slqm" \
 data_dir="../"  \
 model_dir="../"  \
-dataset=slqm \
 model_name="bc2-7b-chat-q2_k" \
 cmd="finetune-bc" \
 sh examples/finetune/finetune.sh >${model_name}.log
diff --git a/examples/finetune/finetune.sh b/examples/finetune/finetune.sh
index 4abe4818c..db7eba67a 100644
--- a/examples/finetune/finetune.sh
+++ b/examples/finetune/finetune.sh
@@ -12,22 +12,22 @@ fi
 ./${finetune} \
   --train-data ${data_dir}/${dataset}.txt \
   --model-base ${model_dir}/${model_name}.gguf \
-  --checkpoint-in  ${model_dir}/chk/chk-${model_name}-LATEST.gguf \
-  --checkpoint-out ${model_dir}/chk/chk-${model_name}-ITERATION.gguf \
-  --lora-out ${model_dir}/lora/lora-${model_name}-ITERATION.bin \
+  --checkpoint-in  ${model_dir}/chk/chk-${dataset}-${model_name}-LATEST.gguf \
+  --checkpoint-out ${model_dir}/chk/chk-${dataset}-${model_name}-ITERATION.gguf \
+  --lora-out ${model_dir}/lora/lora-${dataset}-${model_name}-ITERATION.bin \
   --threads 4 --ctx 64 --batch 4  --adam-iter 1 --save-every 5 \
   --lora-r 8  --lora-alpha 16 \
+  --grad-acc 1 \
+  --escape \
+  --epochs 3 \
   --use-checkpointing
 
-#   # --grad-acc 1 \
-#   # --use-flash \
-#   # --escape \
 #   # --seed 1
 
 ./export-lora \
       --model-base ${model_dir}/${model_name}.gguf \
       --model-out ${model_dir}/${dataset}-${model_name}.gguf  \
-      --lora-scaled  ${model_dir}/lora/lora-${model_name}-LATEST.bin 1.0
+      --lora-scaled  ${model_dir}/lora/lora-${dataset}-${model_name}-LATEST.bin 1.0
 
 ./main \
     -m ${model_dir}/${dataset}-${model_name}.gguf \