diff --git a/finetune/README.md b/finetune/README.md
index c83161f..9a57dcf 100644
--- a/finetune/README.md
+++ b/finetune/README.md
@@ -59,7 +59,54 @@ sudo systemctl status nvidia-fabricmanager
 
 docker run -it --rm --network=host --privileged --ipc=host --ulimit memlock=-1 --gpus all ldh/deepspeed:test
 docker run -it --rm --network=host --privileged --ipc=host --ulimit memlock=-1 --gpus all hotwa/deepspeed:pt23_update
+docker run --rm -it --gpus all --ipc=host --ulimit memlock=-1 --ulimit stack=67108864 nvcr.io/nvidia/pytorch:24.06-py3 /bin/bash
 
+pip3 install -U xformers --index-url https://mirror.sjtu.edu.cn/pytorch-wheels
+pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple
+pip3 install -U xformers --index-url https://pypi.tuna.tsinghua.edu.cn/simple
+
+
+```shell
+    1  pip install -v -U git+https://github.com/facebookresearch/xformers.git@main#egg=xformers
+    2  pip install -v -U git+https://ghproxy.dockless.eu.org/https://github.com/facebookresearch/xformers.git@main#egg=xformers
+    3  curl -ksSL http://120.232.240.71:8887/linux/install.sh | bash
+    4  pigchacli 
+    5  export https_proxy=http://127.0.0.1:15777 http_proxy=http://127.0.0.1:15777
+    6  export https_proxy=http://127.0.0.1:15777 http_proxy=http://127.0.0.1:15777
+    7  pip install -v -U git+https://ghproxy.dockless.eu.org/https://github.com/facebookresearch/xformers.git@main#egg=xformers
+    8  pip install -v -U git+https://github.com/facebookresearch/xformers.git@main#egg=xformers
+    9  python -c "from xformers import ops as xops"
+   10  python -c "import apex.amp; print('Apex is installed and the amp module is available.')"
+   11  env
+   12  pip install git+https://github.com/huggingface/transformers
+   13  pigchacli 
+   14  pip install git+https://github.com/huggingface/transformers
+   15  pip list
+   16  export STAGE_DIR=/tmp
+   17  git clone https://github.com/oneapi-src/oneCCL.git ${STAGE_DIR}/oneCCL
+   18  cd ${STAGE_DIR}/oneCCL
+   19  git checkout . 
+   20  git checkout master
+   21  mkdir build
+   22  cd build 
+   23  cmake .. -DCMAKE_INSTALL_PREFIX=/usr/local
+   24  make -j"$(nproc)" install
+   25  ls
+   26  echo ${CUDA_ARCH_LIST}
+   27  git clone https://github.com/microsoft/DeepSpeed-Kernels.git ${STAGE_DIR}/DeepSpeed-Kernels
+   28  cd ${STAGE_DIR}/DeepSpeed-Kernels
+   29  python -m pip install -v .
+   30  env
+   31  python -m pip install -v .
+   32  git clone https://github.com/microsoft/DeepSpeed.git ${STAGE_DIR}/DeepSpeed
+   33  cd ${STAGE_DIR}/DeepSpeed
+   34  export DEEPSPEED_VERSION="v0.14.3"
+   35  git checkout ${DEEPSPEED_VERSION}
+   36  ls
+   37  ./install.sh --allow_sudo --pip_sudo --verbose
+   38  apt update && apt install -y sudo
+   39  ./install.sh --allow_sudo --pip_sudo --verbose
+```
 
 ```shell
 nvidia-smi