diff --git a/finetune/mlx_finetune.py b/finetune/mlx_finetune.py
index db1efa2..651df31 100644
--- a/finetune/mlx_finetune.py
+++ b/finetune/mlx_finetune.py
@@ -5,7 +5,28 @@ Using Code is modified from https://github.com/ml-explore/mlx-examples.
 Using Model with https://huggingface.co/mlx-community/MiniCPM-2B-sft-bf16-llama-format-mlx
 
 Use this Code with command:
-python mlx_finetune.py --model MiniCPM-2B-sft-bf16-llama-format-mlx  --data finetune/data/AdvertiseGen  --train  --seed 2024 --iters 1000
+
+train:
+python mlx_finetune.py --model MiniCPM-2B-sft-bf16-llama-format-mlx  --data data/AdvertiseGen  --train  --seed 2024 --iters 500
+
+输出结果如下：
+
+Training
+Iter 1: Val loss 4.015, Val took 1067.669s
+Iter 2: Val loss 4.001, Val took 1061.649s
+...
+
+训练结束之后，文件夹下会有 adapters.npz 文件，用于后续的测试。接着，运行测试命令
+
+test:
+python mlx_finetune.py --model MiniCPM-2B-sft-bf16-llama-format-mlx  --data data/AdvertiseGen  --test --seed 2024
+
+输出结果如下：
+
+Testing
+Test loss 3.977, Test ppl 53.350.
+
+
 """
 import argparse
 import json
@@ -395,8 +416,6 @@ def build_parser():
     return parser
 
 
-
-
 class ConversationDataset:
 
     def __init__(self, path: Path):
@@ -412,6 +431,7 @@ class ConversationDataset:
     def __len__(self):
         return len(self._data)
 
+
 def load(args):
     def load_and_check(name):
         dataset_path = Path(args.data) / f"{name}.json"
diff --git a/requirements.txt b/requirements.txt
index ea3b194..8f8baa5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,11 +1,12 @@
-transformers>=4.38.2
-torch>=2.0.0
+transformers>=4.39.1
+torch>=2.2.0
 triton>=2.2.0
 httpx>=0.27.0
-gradio>=4.21.0
+gradio>=4.26.0
 flash_attn>=2.4.1
-accelerate>=0.28.0
-sentence_transformers>=2.6.0
-sse_starlette>=2.0.0
+accelerate>=0.29.2
+sentence_transformers>=2.6.1
+sse_starlette>=2.1.0
 tiktoken>=0.6.0
-mlx_lm>=0.5.0
\ No newline at end of file
+mlx_lm>=0.8.0
+openai>=0.16.2
\ No newline at end of file