diff --git a/frameworks/transformers/5.0.0/Dockerfile b/frameworks/transformers/5.0.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..078c16a8f2e4273a776e1bb8e772e7be69a99385
--- /dev/null
+++ b/frameworks/transformers/5.0.0/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.0.0 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.0.0 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.0.0/README.md b/frameworks/transformers/5.0.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..12410139180c05d298c45b4f1b082ddaed140b92
--- /dev/null
+++ b/frameworks/transformers/5.0.0/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.0.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.0.0 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.0.0 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.0.0 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.0.0 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.0.0/build.conf b/frameworks/transformers/5.0.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..cabba525dded9eac72bd21041b78f685be63f6c6
--- /dev/null
+++ b/frameworks/transformers/5.0.0/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.0.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.0.0
+GPU_TEST=true
diff --git a/frameworks/transformers/5.0.0/test.sh b/frameworks/transformers/5.0.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..bcca08c38704a33265187b12c1725b491d4d917d
--- /dev/null
+++ b/frameworks/transformers/5.0.0/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.0.0 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.0.0', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.0.0/test_result.png b/frameworks/transformers/5.0.0/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..231060a0b9e1e5eab0e4a352accaf900f6c94f92
Binary files /dev/null and b/frameworks/transformers/5.0.0/test_result.png differ
diff --git a/frameworks/transformers/5.1.0/Dockerfile b/frameworks/transformers/5.1.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..b525b121dbe6d9dd7742f10564eda4b457560ddf
--- /dev/null
+++ b/frameworks/transformers/5.1.0/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.1.0 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.1.0 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.1.0/README.md b/frameworks/transformers/5.1.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..48d1aadc4a1e03ee2c81624132a9a946f9987506
--- /dev/null
+++ b/frameworks/transformers/5.1.0/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.1.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.1.0 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.1.0 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.1.0 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.1.0 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.1.0/build.conf b/frameworks/transformers/5.1.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..be843368bf308900b5f40c95b854dd22131359e6
--- /dev/null
+++ b/frameworks/transformers/5.1.0/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.1.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.1.0
+GPU_TEST=true
diff --git a/frameworks/transformers/5.1.0/test.sh b/frameworks/transformers/5.1.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..d2429cf463539b36c66319bc2061e8f48f38d055
--- /dev/null
+++ b/frameworks/transformers/5.1.0/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.1.0 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.1.0', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.1.0/test_result.png b/frameworks/transformers/5.1.0/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..a2c16a5fa965eb42a378077ab53e988cb4cff82c
Binary files /dev/null and b/frameworks/transformers/5.1.0/test_result.png differ
diff --git a/frameworks/transformers/5.2.0/Dockerfile b/frameworks/transformers/5.2.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..e36675b6e32744fc3ec69c485ba5bc026bc5efa7
--- /dev/null
+++ b/frameworks/transformers/5.2.0/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.2.0 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.2.0 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.2.0/README.md b/frameworks/transformers/5.2.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e87147ff8f684b770406d86f0959fc72aaa733c5
--- /dev/null
+++ b/frameworks/transformers/5.2.0/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.2.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.2.0 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.2.0 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.2.0 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.2.0 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.2.0/build.conf b/frameworks/transformers/5.2.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..0b08cd66874a2821037925f749af2d0d770c1c00
--- /dev/null
+++ b/frameworks/transformers/5.2.0/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.2.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.2.0
+GPU_TEST=true
diff --git a/frameworks/transformers/5.2.0/test.sh b/frameworks/transformers/5.2.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..13a24543c59ef3bd5e45f272028189def5eb4c41
--- /dev/null
+++ b/frameworks/transformers/5.2.0/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.2.0 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.2.0', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.2.0/test_result.png b/frameworks/transformers/5.2.0/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..cb1fe6dad6e32d188bca96e7d482e243965bf09d
Binary files /dev/null and b/frameworks/transformers/5.2.0/test_result.png differ
diff --git a/frameworks/transformers/5.3.0/Dockerfile b/frameworks/transformers/5.3.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..968934b0827ddfd3996407b729e6e93144cbf50c
--- /dev/null
+++ b/frameworks/transformers/5.3.0/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.3.0 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.3.0 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.3.0/README.md b/frameworks/transformers/5.3.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..5c95ff3e6a6e69f96cc61ca0c1f1fa93b1b14103
--- /dev/null
+++ b/frameworks/transformers/5.3.0/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.3.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.3.0 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.3.0 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.3.0 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.3.0 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.3.0/build.conf b/frameworks/transformers/5.3.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..dcc451eec291f7909d6490e6a84a4a658fb137eb
--- /dev/null
+++ b/frameworks/transformers/5.3.0/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.3.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.3.0
+GPU_TEST=true
diff --git a/frameworks/transformers/5.3.0/test.sh b/frameworks/transformers/5.3.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..55755e1a5345331a0290641ffae43fb8afa3eaf3
--- /dev/null
+++ b/frameworks/transformers/5.3.0/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.3.0 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.3.0', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.3.0/test_result.png b/frameworks/transformers/5.3.0/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..8f509257264466d0a919edba835f3d7dc03d2bd6
Binary files /dev/null and b/frameworks/transformers/5.3.0/test_result.png differ
diff --git a/frameworks/transformers/5.4.0/Dockerfile b/frameworks/transformers/5.4.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..8620d99a3a09bbe0a6f8ce8c4fc6d5bd4d7d8be4
--- /dev/null
+++ b/frameworks/transformers/5.4.0/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.4.0 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.4.0 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.4.0/README.md b/frameworks/transformers/5.4.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..eb041eb365144696782be3826fbcef8fbf44f486
--- /dev/null
+++ b/frameworks/transformers/5.4.0/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.4.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.4.0 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.4.0 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.4.0 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.4.0 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.4.0/build.conf b/frameworks/transformers/5.4.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..ea84be4514431666de75939bf6e7c38a0aa3c10d
--- /dev/null
+++ b/frameworks/transformers/5.4.0/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.4.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.4.0
+GPU_TEST=true
diff --git a/frameworks/transformers/5.4.0/test.sh b/frameworks/transformers/5.4.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..6bf0313618953473c1e5af688425c59815ac236f
--- /dev/null
+++ b/frameworks/transformers/5.4.0/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.4.0 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.4.0', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.4.0/test_result.png b/frameworks/transformers/5.4.0/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..b6accfa8e7b43a18452e5f26d49cddc39496faa3
Binary files /dev/null and b/frameworks/transformers/5.4.0/test_result.png differ
diff --git a/frameworks/transformers/5.5.1/Dockerfile b/frameworks/transformers/5.5.1/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..e199d7ab03f3712f508f39badebc4689337f0c56
--- /dev/null
+++ b/frameworks/transformers/5.5.1/Dockerfile
@@ -0,0 +1,16 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="HuggingFace Transformers 5.5.1 (GPU) on OpenCloudOS 9"
+
+RUN dnf install -y python3-pip && dnf clean all && rm -rf /var/cache/yum/*
+
+RUN pip3 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir transformers[torch]==5.5.1 --system
+
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3"]
diff --git a/frameworks/transformers/5.5.1/README.md b/frameworks/transformers/5.5.1/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..3a036eb567100eec3163ed9e74335ac380a3cd20
--- /dev/null
+++ b/frameworks/transformers/5.5.1/README.md
@@ -0,0 +1,32 @@
+# Transformers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：5.5.1
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.x（系统默认）
+- **CUDA 版本**：12.8
+- **核心组件**：HuggingFace Transformers 5.5.1 + PyTorch
+
+## 构建
+
+```bash
+docker build -t oc9-transformers:5.5.1 .
+```
+
+## 使用示例
+
+```bash
+# CPU 模式
+docker run --rm oc9-transformers:5.5.1 python3 -c "import transformers; print(transformers.__version__)"
+
+# GPU 模式
+docker run --rm --gpus all oc9-transformers:5.5.1 python3 -c "
+import torch
+print(f'CUDA available: {torch.cuda.is_available()}')
+import transformers
+print(f'Transformers: {transformers.__version__}')
+"
+```
+
+## 已知问题
+- 无
diff --git a/frameworks/transformers/5.5.1/build.conf b/frameworks/transformers/5.5.1/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..db399a5def7299852f798c7bbd062c468e19bd72
--- /dev/null
+++ b/frameworks/transformers/5.5.1/build.conf
@@ -0,0 +1,4 @@
+# transformers 5.5.1 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-transformers
+IMAGE_TAG=5.5.1
+GPU_TEST=true
diff --git a/frameworks/transformers/5.5.1/test.sh b/frameworks/transformers/5.5.1/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..7f8912c900d7377f571507aa5da1f194f4b3c435
--- /dev/null
+++ b/frameworks/transformers/5.5.1/test.sh
@@ -0,0 +1,46 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== Transformers 5.5.1 功能测试 ==="
+
+# 1. 验证框架导入及版本
+echo -n "检查 transformers import... "
+docker run --rm "$IMAGE" python3 -c "
+import transformers
+assert transformers.__version__ == '5.5.1', f'版本不匹配: {transformers.__version__}'
+print(transformers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证核心功能 — AutoTokenizer
+echo -n "检查 AutoTokenizer... "
+docker run --rm "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+from transformers import AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+out = tok('Hello, world!', return_tensors='pt')
+assert 'input_ids' in out, 'input_ids not found'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证 CUDA 环境及 GPU 推理 — BertModel
+echo -n "检查 CUDA + GPU 推理... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import warnings
+warnings.filterwarnings('ignore')
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+from transformers import AutoModel, AutoTokenizer
+tok = AutoTokenizer.from_pretrained('google-bert/bert-base-uncased')
+model = AutoModel.from_pretrained('google-bert/bert-base-uncased').cuda()
+inputs = tok('Hello', return_tensors='pt').to('cuda')
+with torch.no_grad():
+    out = model(**inputs)
+assert out.last_hidden_state.shape[0] == 1, 'batch size mismatch'
+print('ok')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="
diff --git a/frameworks/transformers/5.5.1/test_result.png b/frameworks/transformers/5.5.1/test_result.png
new file mode 100644
index 0000000000000000000000000000000000000000..f6435240e47d232060bbcfccde03c658cc5cc39b
Binary files /dev/null and b/frameworks/transformers/5.5.1/test_result.png differ