[Doc] add qwen3 reranker tutorials

Signed-off-by: Jeaniowang <[email protected]>

Author: wangyongjun

.github/Dockerfile.buildwheel

@@ -15,7 +15,7 @@
 # This file is a part of the vllm-ascend project.
 #
 ARG PY_VERSION=3.11
-FROM quay.io/ascend/manylinux:8.0.0-910b-manylinux_2_28-py${PY_VERSION}
+FROM quay.io/ascend/manylinux:8.3.rc1-910b-manylinux_2_28-py${PY_VERSION}
 
 ARG COMPILE_CUSTOM_KERNELS=1
 

.github/Dockerfile.nightly.a2

@@ -0,0 +1,44 @@
+#
+# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# This file is a part of the vllm-ascend project.
+#
+
+FROM quay.io/ascend/vllm-ascend:main
+
+ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
+ARG AIS_BENCH_TAG="v3.0-20250930-master"
+ARG AIS_BENCH_URL="https://gitee.com/aisbench/benchmark.git"
+
+# Define environments
+ENV DEBIAN_FRONTEND=noninteractive
+ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
+
+WORKDIR /workspace
+
+RUN pip config set global.index-url ${PIP_INDEX_URL}
+
+# Install requirements-dev.txt for tests
+RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi && \
+    cd /vllm-workspace/vllm-ascend && \
+    python3 -m pip install -r requirements-dev.txt && \
+    python3 -m pip cache purge
+
+# Install benchmark tools
+RUN git clone -b ${AIS_BENCH_TAG} --depth 1 ${AIS_BENCH_URL} /vllm-workspace/vllm-ascend/benchmark && \
+    cd /vllm-workspace/vllm-ascend/benchmark && \
+    pip install -e . -r requirements/api.txt -r requirements/extra.txt && \
+    python3 -m pip cache purge
+
+CMD ["/bin/bash"]

.github/Dockerfile.nightly.a3

@@ -0,0 +1,44 @@
+#
+# Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+# This file is a part of the vllm-ascend project.
+#
+
+FROM quay.io/ascend/vllm-ascend:main-a3
+
+ARG PIP_INDEX_URL="https://mirrors.tuna.tsinghua.edu.cn/pypi/web/simple"
+ARG AIS_BENCH_TAG="v3.0-20250930-master"
+ARG AIS_BENCH_URL="https://gitee.com/aisbench/benchmark.git"
+
+# Define environments
+ENV DEBIAN_FRONTEND=noninteractive
+ENV COMPILE_CUSTOM_KERNELS=${COMPILE_CUSTOM_KERNELS}
+
+WORKDIR /workspace
+
+RUN pip config set global.index-url ${PIP_INDEX_URL}
+
+# Install requirements-dev.txt for tests
+RUN export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi && \
+    cd /vllm-workspace/vllm-ascend && \
+    python3 -m pip install -r requirements-dev.txt && \
+    python3 -m pip cache purge
+
+# Install benchmark tools
+RUN git clone -b ${AIS_BENCH_TAG} --depth 1 ${AIS_BENCH_URL} /vllm-workspace/vllm-ascend/benchmark && \
+    cd /vllm-workspace/vllm-ascend/benchmark && \
+    pip install -e . -r requirements/api.txt -r requirements/extra.txt && \
+    python3 -m pip cache purge
+
+CMD ["/bin/bash"]