diff --git a/README.md b/README.md
index 43129b5..3207859 100644
--- a/README.md
+++ b/README.md
@@ -240,6 +240,15 @@ If you find our work helpful, feel free to give us a cite.
 
 ```bibtex
 
+@misc{Mingflash2025,
+      title  = {Ming-Flash-Omni: A Sparse, Unified Architecture for Multimodal Perception and Generation}, 
+      author = {Inclusion AI},
+      year = {2025},
+      eprint = {2510.24821},
+      archivePrefix = {arXiv},
+      url = {https://arxiv.org/abs/2510.24821}
+}
+
 @misc{Mingomni2025,
       title  = {Ming-Omni: A Unified Multimodal Model for Perception and Generation}, 
       author = {Inclusion AI},
diff --git a/docker/docker-py310-cu121/Dockerfile b/docker/docker-py310-cu121/Dockerfile
deleted file mode 100644
index 9d0534c..0000000
--- a/docker/docker-py310-cu121/Dockerfile
+++ /dev/null
@@ -1,28 +0,0 @@
-FROM pytorch/pytorch:2.1.2-cuda12.1-cudnn8-devel
-
-WORKDIR /workspace
-
-# Define environments
-ENV DEBIAN_FRONTEND=noninteractive
-ENV MAX_JOBS=16
-
-# Install base packages like wget, git, etc.
-RUN apt update && apt install -y wget git build-essential libxml2 ninja-build \
-    && apt clean && rm -rf /var/lib/apt/lists/*
-
-# Install python packages including torch and flash_attn
-RUN pip install --no-cache-dir torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 --index-url https://download.pytorch.org/whl/cu121 \
-    && pip install packaging \
-    && pip install flash-attn==2.3.6 --no-build-isolation
-
-# Install dependence of Ming
-COPY matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl .
-RUN pip install --no-cache-dir funasr==1.1.14 flash-attn==2.3.6 peft==0.13.2 diffusers tokenizers==0.20.3 transformers==4.45.0 decord==0.6.0 hyperpyyaml modelscope onnxruntime inflect conformer diffusers lightning gdown openai-whisper==20240930 \
-    && pip install --no-cache-dir matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl \
-    && pip install --no-cache-dir diffusers==0.33.0 \
-    && pip install --no-cache-dir nvidia-cublas-cu12==12.4.5.8 \
-    && rm matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl
-
-COPY entrypoint.sh .
-RUN chmod +x ./entrypoint.sh
-ENTRYPOINT ["./entrypoint.sh"]
diff --git a/docker/docker-py310-cu121/entrypoint.sh b/docker/docker-py310-cu121/entrypoint.sh
deleted file mode 100644
index be5d467..0000000
--- a/docker/docker-py310-cu121/entrypoint.sh
+++ /dev/null
@@ -1,3 +0,0 @@
-#!/bin/bash
-pip install grouped_gemm==0.1.4
-exec "$@"
\ No newline at end of file
diff --git a/docker/docker-py310-cu124/Dockerfile b/docker/docker-py310-cu124/Dockerfile
new file mode 100644
index 0000000..699a487
--- /dev/null
+++ b/docker/docker-py310-cu124/Dockerfile
@@ -0,0 +1,50 @@
+FROM pytorch/pytorch:2.4.1-cuda12.4-cudnn9-devel
+
+WORKDIR /workspace
+
+# Define environments
+ENV DEBIAN_FRONTEND=noninteractive
+ENV MAX_JOBS=16
+ENV PIP_INDEX_URL=https://mirrors.aliyun.com/pypi/simple/
+ENV CUDNN_PATH=/opt/conda/lib/python3.11/site-packages/nvidia/cudnn
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$CUDNN_PATH/lib
+
+# # Substitude sources with aliyun
+# RUN sed -i 's/archive.ubuntu.com/mirrors.aliyun.com/g' /etc/apt/sources.list && \
+#     sed -i 's/security.ubuntu.com/mirrors.aliyun.com/g' /etc/apt/sources.list
+
+# Install base packages like wget, git, etc.
+RUN apt update && apt install -y wget git build-essential libxml2 ninja-build pkg-config && \
+    apt clean && rm -rf /var/lib/apt/lists/*
+
+# Install python packages including torch and flash_attn
+RUN pip install packaging
+RUN pip install flash-attn==2.6.3 --no-build-isolation
+# RUN pip install flash-attn==2.7.2.post1 --no-build-isolation
+
+# Install dependence of Ming
+COPY matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl .
+RUN pip install --no-cache-dir matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl \
+&& rm matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl
+# RUN pip install --no-cache-dir transformer_engine[pytorch]==1.11.0
+RUN pip install --no-cache-dir transformers==4.51.3 accelerate==0.33.0 peft==0.15.0 diffusers==0.33.0
+RUN pip install --no-cache-dir hyperpyyaml modelscope onnxruntime inflect conformer lightning triton matplotlib gdown rich ipdb
+RUN pip install --no-cache-dir nvidia-cublas-cu12==12.4.5.8
+
+RUN pip install --no-cache-dir decord==0.6.0 iopath webdataset==0.2.100 omegaconf timm sortedcontainers
+RUN pip install --no-cache-dir jsonlines fairscale typing_extensions==4.12.2 six regex ftfy
+RUN pip install --no-cache-dir bitsandbytes funasr==1.1.14 openai-whisper==20240930 grpcio==1.59.0 "pynvml>=11.4.1" dlrover[torch]
+RUN pip install --no-cache-dir xformers==0.0.22.post7 --no-deps
+RUN pip install --no-cache-dir opencv-python-headless lmdb imageio 
+RUN pip install --no-cache-dir pytorch-lightning==1.8.6
+# RUN pip install --no-cache-dir pytorch-lightning==1.6.5
+RUN pip install --no-cache-dir "tensorboard>=2.11.0" torchscale jieba av==10.0.0
+RUN pip install --no-cache-dir -U mdatasets
+RUN pip install --no-cache-dir opencc-python-reimplemented==0.1.7
+RUN pip install --no-cache-dir pypinyin addict
+RUN pip install --no-cache-dir mmengine==0.10.7 --no-deps
+RUN pip install --no-cache-dir pycryptodome==3.21.0 cryptography==43.0.0 x_transformers==2.4.12
+
+COPY entrypoint.sh .
+RUN chmod +x ./entrypoint.sh
+ENTRYPOINT ["./entrypoint.sh"]
\ No newline at end of file
diff --git a/docker/docker-py310-cu124/entrypoint.sh b/docker/docker-py310-cu124/entrypoint.sh
new file mode 100644
index 0000000..a17740b
--- /dev/null
+++ b/docker/docker-py310-cu124/entrypoint.sh
@@ -0,0 +1,4 @@
+#!/bin/bash
+pip install grouped_gemm==0.1.4
+pip install --no-cache-dir transformer_engine[pytorch]==1.11.0
+exec "$@"
\ No newline at end of file
diff --git a/docker/docker-py310-cu121/matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl b/docker/docker-py310-cu124/matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl
similarity index 100%
rename from docker/docker-py310-cu121/matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl
rename to docker/docker-py310-cu124/matcha_tts-0.0.5.1-cp310-cp310-linux_x86_64.whl
diff --git a/docker/docker-py38-cu122/Dockerfile b/docker/docker-py38-cu122/Dockerfile
deleted file mode 100644
index 91278ef..0000000
--- a/docker/docker-py38-cu122/Dockerfile
+++ /dev/null
@@ -1,39 +0,0 @@
-FROM python:3.8
-
-WORKDIR /workspace
-
-# Define environments
-ENV DEBIAN_FRONTEND=noninteractive
-ENV MAX_JOBS=16
-ENV CUDA_HOME=/usr/local/cuda
-ENV PATH=/usr/local/cuda/bin:/usr/local/cuda-12.2/bin${PATH:+:${PATH}}
-ENV LD_LIBRARY_PATH=/usr/local/cuda/lib64:/usr/local/cuda-12.2/lib64${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}
-
-# Install base packages like wget, git, etc.
-RUN apt update && apt install -y wget git build-essential libxml2 ninja-build \
-    && apt clean && rm -rf /var/lib/apt/lists/*
-
-# Install python packages including torch and flash_attn
-RUN wget https://developer.download.nvidia.com/compute/cuda/12.2.2/local_installers/cuda_12.2.2_535.104.05_linux.run \
-    && sh cuda_12.2.2_535.104.05_linux.run --toolkit --silent --override \
-    && echo '/usr/local/cuda/lib64' >> /etc/ld.so.conf \
-    && echo '/usr/local/cuda-12.2/lib64' >> /etc/ld.so.conf \
-    && ldconfig \
-    && rm cuda_12.2.2_535.104.05_linux.run
-
-RUN pip install --no-cache-dir torch==2.1.2 torchvision==0.16.2 torchaudio==2.1.2 \
-    && pip install packaging \
-    && pip install flash-attn==2.3.6 --no-build-isolation
-#  --index-url https://download.pytorch.org/whl/cu122 
-
-# Install dependence of Ming
-RUN git clone --depth 1 https://github.com/inclusionAI/Ming.git \
-    && cd Ming \
-    && pip install --no-cache-dir funasr==1.1.14 flash-attn==2.3.6 peft==0.13.2 diffusers tokenizers==0.20.3 transformers==4.45.0 decord==0.6.0 hyperpyyaml modelscope onnxruntime inflect conformer diffusers lightning gdown openai-whisper==20240930 \
-    && pip install --no-cache-dir data/matcha_tts-0.0.5.1-cp38-cp38-linux_x86_64.whl \
-    && pip install --no-cache-dir diffusers==0.33.0 \
-    && pip install --no-cache-dir nvidia-cublas-cu12==12.4.5.8
-
-COPY entrypoint.sh .
-RUN chmod +x ./entrypoint.sh
-ENTRYPOINT ["./entrypoint.sh"]