diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..6fc826d
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+*.tar
+build_d/
\ No newline at end of file
diff --git a/Dockerfile.base b/Dockerfile.base
new file mode 100644
index 0000000..a9d0900
--- /dev/null
+++ b/Dockerfile.base
@@ -0,0 +1,78 @@
+# syntax=docker/dockerfile:1
+FROM nvidia/cuda:12.1.0-cudnn8-devel-ubuntu20.04
+ARG DEBIAN_FRONTEND="noninteractive"
+ENV DEBIAN_FRONTEND=${DEBIAN_FRONTEND}
+ENV MAMBA_ROOT_PREFIX=~/micromamba
+ARG CONDA_ENV_NAME="ldh"
+ENV CONDA_ENV_NAME=${CONDA_ENV_NAME}
+ARG PYTHON_VERSION=3.10
+ENV PYTHON_VERSION=${PYTHON_VERSION}
+ARG ROOT_PASSWD="root"
+ENV ROOT_PASSWD=${ROOT_PASSWD}
+ENV PATH /opt/conda/bin:/opt/conda/envs/${CONDA_ENV_NAME}/bin:$PATH
+WORKDIR /root
+SHELL ["/bin/bash", "-c"]
+# base tools
+RUN <<EOT
+#!/bin/bash
+apt-get update
+apt-get install -y wget curl htop jq vim bash libaio-dev build-essential openssh-server
+apt-get install -y --no-install-recommends software-properties-common build-essential autotools-dev nfs-common pdsh cmake g++ gcc curl wget vim tmux emacs less unzip htop iftop iotop ca-certificates openssh-client openssh-server rsync iputils-ping net-tools sudo llvm-dev re2c
+add-apt-repository ppa:git-core/ppa -y
+apt-get install -y git libnuma-dev wget
+# install latest cmake
+wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc | sudo apt-key add -
+sudo apt-add-repository "deb https://apt.kitware.com/ubuntu/ $(lsb_release -cs) main"
+sudo apt-get update
+sudo apt-get install -y cmake
+# Configure SSH for password and public key authentication
+sed -i 's/#PermitRootLogin prohibit-password/PermitRootLogin yes/' /etc/ssh/sshd_config
+sed -i 's/#PasswordAuthentication yes/PasswordAuthentication yes/' /etc/ssh/sshd_config
+sed -i 's/PubkeyAuthentication no/PubkeyAuthentication yes/' /etc/ssh/sshd_config
+sed -i 's/^#Port 22/Port 22/' /etc/ssh/sshd_config
+sed -i 's/^Port [0-9]*/Port 22/' /etc/ssh/sshd_config
+mkdir /var/run/sshd
+echo 'root:${ROOT_PASSWD}' | chpasswd
+mkdir -p ~/.pip
+# install miniconda
+wget -qO- https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O /tmp/miniconda.sh
+bash /tmp/miniconda.sh -b -p /opt/conda 
+rm /tmp/miniconda.sh 
+conda init bash 
+conda create -n ${CONDA_ENV_NAME} python=${PYTHON_VERSION} pyyaml ipython -y
+conda run -n ${CONDA_ENV_NAME} python -m pip install open_clip_torch vidia-ml-py3 opencv-contrib-python 
+conda clean -afy 
+ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh
+echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc 
+echo "conda activate ${CONDA_ENV_NAME}" >> ~/.bashrc
+# 配置 .condarc 文件
+cat <<EOF > ~/.condarc
+channels:
+  - conda-forge
+  - bioconda
+  - pytorch
+  - pytorch-nightly
+  - nvidia
+  - defaults
+show_channel_urls: true
+EOF
+# 安装 micromamba
+echo 1 | bash <(curl -s https://cdn.jsdelivr.net/gh/hotwa/MicroMamba_Installer@main/install.sh)
+micromamba shell init -s bash -p ~/micromamba
+cat <<'EOF' >> ~/.bashrc
+source ~/micromamba/etc/profile.d/micromamba.sh
+alias mamba=micromamba
+alias mba=mamba
+EOF
+# 配置 .mambarc 文件
+cat <<EOF > ~/.mambarc
+channels:
+  - conda-forge
+  - bioconda
+  - pytorch
+  - pytorch-nightly
+  - nvidia
+  - defaults
+show_channel_urls: true
+EOF
+EOT
\ No newline at end of file
diff --git a/Dockerfile.bgpt b/Dockerfile.bgpt
index f058204..d0ab752 100644
--- a/Dockerfile.bgpt
+++ b/Dockerfile.bgpt
@@ -21,9 +21,23 @@ echo "PubkeyAuthentication yes" >> /etc/ssh/sshd_config
 echo "Port 22" >> /etc/ssh/sshd_config
 mkdir /var/run/sshd
 echo 'root:cdcdocker' | chpasswd
-# Install Micromamba
+# 安装 micromamba 并配置 mambarc
 echo 1 | bash <(curl -s https://cdn.jsdelivr.net/gh/hotwa/MicroMamba_Installer@main/install.sh)
 micromamba shell init -s bash -p ~/micromamba
+cat <<'EOF' >> ~/.bashrc
+source ~/micromamba/etc/profile.d/micromamba.sh
+alias mamba=micromamba
+alias mba=mamba
+EOF
+# 配置 .mambarc 文件
+cat <<EOF > ~/.mambarc
+channels:
+  - conda-forge
+  - bioconda
+  - pytorch
+  - pytorch-nightly
+  - nvidia
+EOF
 mkdir -p ~/.pip
 echo "
 [global]
diff --git a/finetune/Dockerfile b/finetune/Dockerfile
index 532bdc1..562d0e1 100644
--- a/finetune/Dockerfile
+++ b/finetune/Dockerfile
@@ -1,163 +1,204 @@
-FROM nvidia/cuda:12.1.0-cudnn8-devel-ubuntu22.04
-
+FROM nvidia/cuda:12.1.0-cudnn8-devel-ubuntu20.04
 ARG DEBIAN_FRONTEND="noninteractive"
 ENV DEBIAN_FRONTEND=${DEBIAN_FRONTEND}
 ENV MAMBA_ROOT_PREFIX=~/micromamba
+ARG CONDA_ENV_NAME="ldh"
+ENV CONDA_ENV_NAME=${CONDA_ENV_NAME}
+ARG PYTHON_VERSION=3.10
+ENV PYTHON_VERSION=${PYTHON_VERSION}
+ARG ROOT_PASSWD="root"
+ENV ROOT_PASSWD=${ROOT_PASSWD}
+ENV PATH /opt/conda/bin:/opt/conda/envs/${CONDA_ENV_NAME}/bin:$PATH
 WORKDIR /root
 SHELL ["/bin/bash", "-c"]
-
 # base tools
 RUN <<EOT
 #!/bin/bash
 apt-get update
-apt-get install -y wget curl git jq vim bash libaio-dev build-essential openssh-server
+apt-get install -y wget curl htop jq vim bash libaio-dev build-essential openssh-server
+apt-get install -y --no-install-recommends software-properties-common build-essential autotools-dev nfs-common pdsh cmake g++ gcc curl wget vim tmux emacs less unzip htop iftop iotop ca-certificates openssh-client openssh-server rsync iputils-ping net-tools sudo llvm-dev re2c
+add-apt-repository ppa:git-core/ppa -y
+apt-get install -y git libnuma-dev wget
+# install latest cmake
+wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc | sudo apt-key add -
+sudo apt-add-repository "deb https://apt.kitware.com/ubuntu/ $(lsb_release -cs) main"
+sudo apt-get update
+sudo apt-get install -y cmake
 # Configure SSH for password and public key authentication
-echo "PermitRootLogin yes" >> /etc/ssh/sshd_config
-echo "PasswordAuthentication yes" >> /etc/ssh/sshd_config
-echo "PubkeyAuthentication yes" >> /etc/ssh/sshd_config
-echo "Port 22" >> /etc/ssh/sshd_config
+sed -i 's/#PermitRootLogin prohibit-password/PermitRootLogin yes/' /etc/ssh/sshd_config
+sed -i 's/#PasswordAuthentication yes/PasswordAuthentication yes/' /etc/ssh/sshd_config
+sed -i 's/PubkeyAuthentication no/PubkeyAuthentication yes/' /etc/ssh/sshd_config
+sed -i 's/^#Port 22/Port 22/' /etc/ssh/sshd_config
+sed -i 's/^Port [0-9]*/Port 22/' /etc/ssh/sshd_config
 mkdir /var/run/sshd
-echo 'root:root' | chpasswd
+echo 'root:${ROOT_PASSWD}' | chpasswd
 mkdir -p ~/.pip
-echo "
-[global]
-index-url = https://mirrors.aliyun.com/pypi/simple/
-
-[install]
-trusted-host=mirrors.aliyun.com
-" >> ~/.pip/pip.conf
+# install miniconda
+wget -qO- https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O /tmp/miniconda.sh
+bash /tmp/miniconda.sh -b -p /opt/conda 
+rm /tmp/miniconda.sh 
+conda init bash 
+conda create -n ${CONDA_ENV_NAME} python=${PYTHON_VERSION} pyyaml ipython -y
+conda run -n ${CONDA_ENV_NAME} python -m pip install open_clip_torch vidia-ml-py3 opencv-contrib-python 
+conda clean -afy 
+ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh
+echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc 
+echo "conda activate ${CONDA_ENV_NAME}" >> ~/.bashrc
+# 配置 .condarc 文件
+cat <<EOF > ~/.condarc
+channels:
+  - conda-forge
+  - bioconda
+  - pytorch
+  - pytorch-nightly
+  - nvidia
+  - defaults
+show_channel_urls: true
+EOF
+# 安装 micromamba
+echo 1 | bash <(curl -s https://cdn.jsdelivr.net/gh/hotwa/MicroMamba_Installer@main/install.sh)
+micromamba shell init -s bash -p ~/micromamba
+cat <<'EOF' >> ~/.bashrc
+source ~/micromamba/etc/profile.d/micromamba.sh
+alias mamba=micromamba
+alias mba=mamba
+EOF
+# 配置 .mambarc 文件
+cat <<EOF > ~/.mambarc
+channels:
+  - conda-forge
+  - bioconda
+  - pytorch
+  - pytorch-nightly
+  - nvidia
+  - defaults
+show_channel_urls: true
+EOF
 EOT
 
-# deepspeed
-ENV STAGE_DIR=/tmp
-
+# 安装 ninja 并测试
 RUN <<EOT
 #!/bin/bash
-mkdir -p ${STAGE_DIR}
-apt-get update 
-apt-get install -y --no-install-recommends 
-software-properties-common build-essential autotools-dev \
-nfs-common pdsh \
-cmake g++ gcc \
-curl wget vim tmux emacs less unzip \
-htop iftop iotop ca-certificates openssh-client openssh-server \
-rsync iputils-ping net-tools sudo \
-llvm-dev
-add-apt-repository ppa:git-core/ppa -y
-apt-get install -y git
-echo "ClientAliveInterval 30" >> /etc/ssh/sshd_config
-cp /etc/ssh/sshd_config ${STAGE_DIR}/sshd_config
-sed "0,/^#Port 22/s//Port 22/" ${STAGE_DIR}/sshd_config > /etc/ssh/sshd_config
+# 安装 ninja
+source /opt/conda/etc/profile.d/conda.sh
+conda activate ${CONDA_ENV_NAME}
+# 克隆 ninja 源码并编译
+git clone https://github.com/ninja-build/ninja.git 
+cd ninja
+# 克隆 GoogleTest 源码
+git clone https://github.com/google/googletest.git
+conda run -n ${CONDA_ENV_NAME} python ./configure.py --bootstrap
+# 配置并构建 Ninja 测试，添加 pthread 链接选项
+CXXFLAGS="-pthread" LDFLAGS="-pthread" ./configure.py --bootstrap --gtest-source-dir=$(pwd)/googletest
+./ninja all
+# 运行 Ninja 单元测试
+./ninja_test
 EOT
 
-# Mellanox OFED
-ENV MLNX_OFED_VERSION=4.9-7.1.0.0
-RUN apt-get install -y libnuma-dev
-RUN cd ${STAGE_DIR} && \
-        wget -q -O - http://www.mellanox.com/downloads/ofed/MLNX_OFED-${MLNX_OFED_VERSION}/MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64.tgz | tar xzf - && \
-        cd MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64 && \
-        ./mlnxofedinstall --user-space-only --without-fw-update --all -q && \
-        cd ${STAGE_DIR} && \
-        rm -rf ${STAGE_DIR}/MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64*
-# nv_peer_mem
-ENV NV_PEER_MEM_VERSION=1.2
-ENV NV_PEER_MEM_TAG=${NV_PEER_MEM_VERSION}-0
-RUN mkdir -p ${STAGE_DIR} && \
-        git clone https://github.com/Mellanox/nv_peer_memory.git --branch ${NV_PEER_MEM_TAG} ${STAGE_DIR}/nv_peer_memory && \
-        cd ${STAGE_DIR}/nv_peer_memory && \
-        ./build_module.sh && \
-        cd ${STAGE_DIR} && \
-        tar xzf ${STAGE_DIR}/nvidia-peer-memory_${NV_PEER_MEM_VERSION}.orig.tar.gz && \
-        cd ${STAGE_DIR}/nvidia-peer-memory-${NV_PEER_MEM_VERSION} && \
-        apt-get update && \
-        apt-get install -y dkms && \
-        dpkg-buildpackage -us -uc && \
-        dpkg -i ${STAGE_DIR}/nvidia-peer-memory_${NV_PEER_MEM_TAG}_all.deb
-# OPENMPI
-ENV OPENMPI_BASEVERSION=4.1
-ENV OPENMPI_VERSION=${OPENMPI_BASEVERSION}.6
-RUN cd ${STAGE_DIR} && \
-        wget -q -O - https://download.open-mpi.org/release/open-mpi/v${OPENMPI_BASEVERSION}/openmpi-${OPENMPI_VERSION}.tar.gz | tar xzf - && \
-        cd openmpi-${OPENMPI_VERSION} && \
-        ./configure --prefix=/usr/local/openmpi-${OPENMPI_VERSION} && \
-        make -j"$(nproc)" install && \
-        ln -s /usr/local/openmpi-${OPENMPI_VERSION} /usr/local/mpi && \
-        # Sanity check:
-        test -f /usr/local/mpi/bin/mpic++ && \
-        cd ${STAGE_DIR} && \
-        rm -r ${STAGE_DIR}/openmpi-${OPENMPI_VERSION}
-ENV PATH=/usr/local/mpi/bin:${PATH} \
-        LD_LIBRARY_PATH=/usr/local/lib:/usr/local/mpi/lib:/usr/local/mpi/lib64:${LD_LIBRARY_PATH}
-# Create a wrapper for OpenMPI to allow running as root by default
-RUN mv /usr/local/mpi/bin/mpirun /usr/local/mpi/bin/mpirun.real && \
-        echo '#!/bin/bash' > /usr/local/mpi/bin/mpirun && \
-        echo 'mpirun.real --allow-run-as-root --prefix /usr/local/mpi "$@"' >> /usr/local/mpi/bin/mpirun && \
-        chmod a+x /usr/local/mpi/bin/mpirun
-# Python
-ENV DEBIAN_FRONTEND=noninteractive
-ENV PYTHON_VERSION=3
-RUN apt-get install -y python3 python3-dev && \
-        rm -f /usr/bin/python && \
-        ln -s /usr/bin/python3 /usr/bin/python && \
-        curl -O https://bootstrap.pypa.io/pip/3.6/get-pip.py && \
-        python get-pip.py && \
-        rm get-pip.py && \
-        pip install --upgrade pip && \
-        # Print python an pip version
-        python -V && pip -V
-RUN pip install pyyaml
-RUN pip install ipython
-# Some Packages
-RUN apt-get update && \
-        apt-get install -y --no-install-recommends \
-        libsndfile-dev \
-        libcupti-dev \
-        libjpeg-dev \
-        libpng-dev \
-        screen \
-        libaio-dev
-RUN pip install psutil \
-        yappi \
-        cffi \
-        ipdb \
-        pandas \
-        matplotlib \
-        py3nvml \
-        pyarrow \
-        graphviz \
-        astor \
-        boto3 \
-        tqdm \
-        sentencepiece \
-        msgpack \
-        requests \
-        pandas \
-        sphinx \
-        sphinx_rtd_theme \
-        scipy \
-        numpy \
-        scikit-learn \
-        nvidia-ml-py3 \
-        mpi4py
+# # deepspeed
+# ENV STAGE_DIR=/tmp
+# RUN <<EOT
+# #!/bin/bash
+# mkdir -p ${STAGE_DIR}
+# echo "ClientAliveInterval 30" >> /etc/ssh/sshd_config
+# cp /etc/ssh/sshd_config ${STAGE_DIR}/sshd_config
+# sed "0,/^#Port 22/s//Port 22/" ${STAGE_DIR}/sshd_config > /etc/ssh/sshd_config
+# EOT
+
+# # Mellanox OFED
+# WORKDIR ${STAGE_DIR}
+# ENV MLNX_OFED_VERSION=4.9-7.1.0.0
+# RUN wget -q -O - http://www.mellanox.com/downloads/ofed/MLNX_OFED-${MLNX_OFED_VERSION}/MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64.tgz | tar xzf - && \
+#     cd MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64 && \
+#     ./mlnxofedinstall --user-space-only --without-fw-update --all -q && \
+#     cd ${STAGE_DIR} && \
+#     rm -rf ${STAGE_DIR}/MLNX_OFED_LINUX-${MLNX_OFED_VERSION}-ubuntu20.04-x86_64*
+# # nv_peer_mem
+# ENV NV_PEER_MEM_VERSION=1.2
+# ENV NV_PEER_MEM_TAG=${NV_PEER_MEM_VERSION}-0
+# RUN mkdir -p ${STAGE_DIR} && \
+#         git clone https://github.com/Mellanox/nv_peer_memory.git --branch ${NV_PEER_MEM_TAG} ${STAGE_DIR}/nv_peer_memory && \
+#         cd ${STAGE_DIR}/nv_peer_memory && \
+#         ./build_module.sh && \
+#         cd ${STAGE_DIR} && \
+#         tar xzf ${STAGE_DIR}/nvidia-peer-memory_${NV_PEER_MEM_VERSION}.orig.tar.gz && \
+#         cd ${STAGE_DIR}/nvidia-peer-memory-${NV_PEER_MEM_VERSION} && \
+#         apt-get update && \
+#         apt-get install -y dkms && \
+#         dpkg-buildpackage -us -uc && \
+#         dpkg -i ${STAGE_DIR}/nvidia-peer-memory_${NV_PEER_MEM_TAG}_all.deb
+# # OPENMPI
+# ENV OPENMPI_BASEVERSION=4.1
+# ENV OPENMPI_VERSION=${OPENMPI_BASEVERSION}.6
+# RUN <<EOT
+# #!/bin/bash
+# cd ${STAGE_DIR}
+# wget -q -O - https://download.open-mpi.org/release/open-mpi/v${OPENMPI_BASEVERSION}/openmpi-${OPENMPI_VERSION}.tar.gz | tar xzf - 
+# cd openmpi-${OPENMPI_VERSION}
+# ./configure --prefix=/usr/local/openmpi-${OPENMPI_VERSION}
+# make -j"$(nproc)" install
+# ln -s /usr/local/openmpi-${OPENMPI_VERSION} /usr/local/mpi
+# # Sanity check:
+# test -f /usr/local/mpi/bin/mpic++
+# cd ${STAGE_DIR}
+# rm -r ${STAGE_DIR}/openmpi-${OPENMPI_VERSION}
+# EOT
+
+# ENV PATH=/usr/local/mpi/bin:${PATH} 
+# ENV LD_LIBRARY_PATH=/usr/local/lib:/usr/local/mpi/lib:/usr/local/mpi/lib64:${LD_LIBRARY_PATH}
+# # Create a wrapper for OpenMPI to allow running as root by default
+# RUN mv /usr/local/mpi/bin/mpirun /usr/local/mpi/bin/mpirun.real && \
+#     echo '#!/bin/bash' > /usr/local/mpi/bin/mpirun && \
+#     echo 'mpirun.real --allow-run-as-root --prefix /usr/local/mpi "$@"' >> /usr/local/mpi/bin/mpirun && \
+#     chmod a+x /usr/local/mpi/bin/mpirun
+# # Some Packages
+# RUN <<EOT
+# apt-get update 
+# apt-get install -y --no-install-recommends libsndfile-dev libcupti-dev libjpeg-dev libpng-dev screen libaio-dev
+# source /opt/conda/etc/profile.d/conda.sh
+# conda activate ${CONDA_ENV_NAME}
+# conda install -y mpi4py
+# python -m pip install psutil \
+# yappi \
+# cffi \
+# ipdb \
+# pandas \
+# matplotlib \
+# py3nvml \
+# pyarrow \
+# graphviz \
+# astor \
+# boto3 \
+# tqdm \
+# sentencepiece \
+# msgpack \
+# requests \
+# pandas \
+# sphinx \
+# sphinx_rtd_theme \
+# scipy \
+# numpy \
+# scikit-learn \
+# nvidia-ml-py3
+# EOT
+
 # PyTorch
 ARG PYTORCH_VERSION=1.13.0
 ENV PYTORCH_VERSION=${PYTORCH_VERSION}
-RUN pip install torch==${PYTORCH_VERSION}
-RUN rm -rf /usr/lib/python3/dist-packages/yaml && \
-        rm -rf /usr/lib/python3/dist-packages/PyYAML-*
-## Add deepspeed user
-# Add a deepspeed user with user id 8877
-#RUN useradd --create-home --uid 8877 deepspeed
-RUN useradd --create-home --uid 1000 --shell /bin/bash deepspeed
-RUN usermod -aG sudo deepspeed
-RUN echo "deepspeed ALL=(ALL) NOPASSWD: ALL" >> /etc/sudoers
-# # Change to non-root privilege
-USER deepspeed
-# DeepSpeed
-RUN git clone https://github.com/microsoft/DeepSpeed.git ${STAGE_DIR}/DeepSpeed
-RUN cd ${STAGE_DIR}/DeepSpeed && \
-        git checkout . && \
-        git checkout master && \
-        ./install.sh --pip_sudo
-RUN rm -rf ${STAGE_DIR}/DeepSpeed
-RUN python -c "import deepspeed; print(deepspeed.__version__)"
\ No newline at end of file
+RUN <<EOT
+#!/bin/bash
+source /opt/conda/etc/profile.d/conda.sh
+conda activate ${CONDA_ENV_NAME}
+pip install deepspeed torch==${PYTORCH_VERSION} torchvision torchaudio bitsandbytes accelerate transformers optimum
+pip install \
+    torch torchvision torchaudio \
+    pydantic transformers datasets accelerate evaluate peft deepspeed tiktoken \
+    sentencepiece tqdm nltk matplotlib seaborn numpy pandas scikit-learn diffusers \
+    huggingface_hub spacy Pillow blobfile requests scipy pycocotools protobuf timm \
+    pyyaml ipython xformers opencv-contrib-python open_clip_torch flash-attn \
+    packaging psutil zstandard
+python -c "import deepspeed; print(deepspeed.__version__)"
+EOT
+
+# 启动 ssh 服务
+CMD ["/bin/bash", "-c", "service ssh start; tail -f /dev/null"]
\ No newline at end of file