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A high-throughput and memory-efficient inference and serving engine for LLMs

Mirrored from https://github.com/tduncan-lum/Nvidia-Optimization-Stack---VLLM.git

Synced Nov 14, 05:30 UTC

[Platform][CI] Added OOT platform interface e2e test that running on Ascend NPU (#25470)

Signed-off-by: leo-pony <nengjunma@outlook.com>

leo-pony committed Oct 2, 2025 at 23:19 UTC e51de388a2716535fbd43139101a64464e1de91f
1 file changed +191
.buildkite/scripts/hardware_ci/run-npu-test.sh new
+191
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1 +#!/bin/bash
2 +
3 +# This script build the Ascend NPU docker image and run the offline inference inside the container.
4 +# It serves a sanity check for compilation and basic model usage.
5 +set -ex
6 +
7 +# Base ubuntu image with basic ascend development libraries and python installed
8 +VLLM_ASCEND_REPO="https://github.com/vllm-project/vllm-ascend.git"
9 +CONFIG_FILE_REMOTE_PATH="tests/e2e/vllm_interface/vllm_test.cfg"
10 +TEST_RUN_CONFIG_FILE="vllm_test.cfg"
11 +VLLM_ASCEND_TMP_DIR=
12 +# Get the test run configuration file from the vllm-ascend repository
13 +fetch_vllm_test_cfg() {
14 + VLLM_ASCEND_TMP_DIR=$(mktemp -d)
15 + # Ensure that the temporary directory is cleaned up when an exception occurs during configuration file retrieval
16 + cleanup() {
17 + rm -rf "${VLLM_ASCEND_TMP_DIR}"
18 + }
19 + trap cleanup EXIT
20 +
21 + GIT_TRACE=1 git clone -v --depth 1 "${VLLM_ASCEND_REPO}" "${VLLM_ASCEND_TMP_DIR}"
22 + if [ ! -f "${VLLM_ASCEND_TMP_DIR}/${CONFIG_FILE_REMOTE_PATH}" ]; then
23 + echo "Error: file '${CONFIG_FILE_REMOTE_PATH}' does not exist in the warehouse" >&2
24 + exit 1
25 + fi
26 +
27 + # If the file already exists locally, just overwrite it
28 + cp "${VLLM_ASCEND_TMP_DIR}/${CONFIG_FILE_REMOTE_PATH}" "${TEST_RUN_CONFIG_FILE}"
29 + echo "Copied ${CONFIG_FILE_REMOTE_PATH} to ${TEST_RUN_CONFIG_FILE}"
30 +
31 + # Since the trap will be overwritten later, and when it is executed here, the task of cleaning up resources
32 + # when the trap is abnormal has been completed, so the temporary resources are manually deleted here.
33 + rm -rf "${VLLM_ASCEND_TMP_DIR}"
34 + trap - EXIT
35 +}
36 +
37 +# Downloads test run configuration file from a remote URL.
38 +# Loads the configuration into the current script environment.
39 +get_config() {
40 + if [ ! -f "${TEST_RUN_CONFIG_FILE}" ]; then
41 + echo "Error: file '${TEST_RUN_CONFIG_FILE}' does not exist in the warehouse" >&2
42 + exit 1
43 + fi
44 + source "${TEST_RUN_CONFIG_FILE}"
45 + echo "Base docker image name that get from configuration: ${BASE_IMAGE_NAME}"
46 + return 0
47 +}
48 +
49 +# get test running configuration.
50 +fetch_vllm_test_cfg
51 +get_config
52 +# Check if the function call was successful. If not, exit the script.
53 +if [ $? -ne 0 ]; then
54 + exit 1
55 +fi
56 +
57 +image_name="npu/vllm-ci:${BUILDKITE_COMMIT}_${EPOCHSECONDS}"
58 +container_name="npu_${BUILDKITE_COMMIT}_$(tr -dc A-Za-z0-9 < /dev/urandom | head -c 10; echo)"
59 +
60 +# BUILDKITE_AGENT_NAME format is {hostname}-{agent_idx}-{npu_card_num}cards
61 +agent_idx=$(echo "${BUILDKITE_AGENT_NAME}" | awk -F'-' '{print $(NF-1)}')
62 +echo "agent_idx: ${agent_idx}"
63 +builder_name="cachebuilder${agent_idx}"
64 +builder_cache_dir="/mnt/docker-cache${agent_idx}"
65 +mkdir -p ${builder_cache_dir}
66 +
67 +# Try building the docker image
68 +cat <<EOF | DOCKER_BUILDKIT=1 docker build \
69 + --add-host cache-service-vllm.nginx-pypi-cache.svc.cluster.local:${PYPI_CACHE_HOST} \
70 + --builder ${builder_name} --cache-from type=local,src=${builder_cache_dir} \
71 + --cache-to type=local,dest=${builder_cache_dir},mode=max \
72 + --progress=plain --load -t ${image_name} -f - .
73 +FROM ${BASE_IMAGE_NAME}
74 +
75 +# Define environments
76 +ENV DEBIAN_FRONTEND=noninteractive
77 +
78 +RUN pip config set global.index-url http://cache-service-vllm.nginx-pypi-cache.svc.cluster.local:${PYPI_CACHE_PORT}/pypi/simple && \
79 + pip config set global.trusted-host cache-service-vllm.nginx-pypi-cache.svc.cluster.local && \
80 + apt-get update -y && \
81 + apt-get install -y python3-pip git vim wget net-tools gcc g++ cmake libnuma-dev && \
82 + rm -rf /var/cache/apt/* && \
83 + rm -rf /var/lib/apt/lists/*
84 +
85 +# Install for pytest to make the docker build cache layer always valid
86 +RUN --mount=type=cache,target=/root/.cache/pip \
87 + pip install pytest>=6.0 modelscope
88 +
89 +WORKDIR /workspace/vllm
90 +
91 +# Install vLLM dependencies in advance. Effect: As long as common.txt remains unchanged, the docker cache layer will be valid.
92 +COPY requirements/common.txt /workspace/vllm/requirements/common.txt
93 +RUN --mount=type=cache,target=/root/.cache/pip \
94 + pip install -r requirements/common.txt
95 +
96 +COPY . .
97 +
98 +# Install vLLM
99 +RUN --mount=type=cache,target=/root/.cache/pip \
100 + VLLM_TARGET_DEVICE="empty" python3 -m pip install -v -e /workspace/vllm/ --extra-index https://download.pytorch.org/whl/cpu/ && \
101 + python3 -m pip uninstall -y triton
102 +
103 +# Install vllm-ascend
104 +WORKDIR /workspace
105 +ARG VLLM_ASCEND_REPO=https://github.com/vllm-project/vllm-ascend.git
106 +ARG VLLM_ASCEND_TAG=main
107 +RUN git config --global url."https://gh-proxy.test.osinfra.cn/https://github.com/".insteadOf "https://github.com/" && \
108 + git clone --depth 1 \$VLLM_ASCEND_REPO --branch \$VLLM_ASCEND_TAG /workspace/vllm-ascend
109 +
110 +# Install vllm dependencies in advance. Effect: As long as common.txt remains unchanged, the docker cache layer will be valid.
111 +RUN --mount=type=cache,target=/root/.cache/pip \
112 + pip install -r /workspace/vllm-ascend/requirements.txt
113 +
114 +RUN --mount=type=cache,target=/root/.cache/pip \
115 + export PIP_EXTRA_INDEX_URL=https://mirrors.huaweicloud.com/ascend/repos/pypi && \
116 + source /usr/local/Ascend/ascend-toolkit/set_env.sh && \
117 + source /usr/local/Ascend/nnal/atb/set_env.sh && \
118 + export LD_LIBRARY_PATH=\$LD_LIBRARY_PATH:/usr/local/Ascend/ascend-toolkit/latest/`uname -i`-linux/devlib && \
119 + python3 -m pip install -v -e /workspace/vllm-ascend/ --extra-index https://download.pytorch.org/whl/cpu/
120 +
121 +ENV VLLM_WORKER_MULTIPROC_METHOD=spawn
122 +ENV VLLM_USE_MODELSCOPE=True
123 +
124 +WORKDIR /workspace/vllm-ascend
125 +
126 +CMD ["/bin/bash"]
127 +
128 +EOF
129 +
130 +# Setup cleanup
131 +remove_docker_container() {
132 + docker rm -f "${container_name}" || true;
133 + docker image rm -f "${image_name}" || true;
134 + docker system prune -f || true;
135 +}
136 +trap remove_docker_container EXIT
137 +
138 +# Generate corresponding --device args based on BUILDKITE_AGENT_NAME
139 +# Ascend NPU BUILDKITE_AGENT_NAME format is {hostname}-{agent_idx}-{npu_card_num}cards, and agent_idx starts from 1.
140 +# e.g. atlas-a2-001-1-2cards means this is the 1-th agent on atlas-a2-001 host, and it has 2 NPU cards.
141 +# returns --device /dev/davinci0 --device /dev/davinci1
142 +parse_and_gen_devices() {
143 + local input="$1"
144 + local index cards_num
145 + if [[ "$input" =~ ([0-9]+)-([0-9]+)cards$ ]]; then
146 + index="${BASH_REMATCH[1]}"
147 + cards_num="${BASH_REMATCH[2]}"
148 + else
149 + echo "parse error" >&2
150 + return 1
151 + fi
152 +
153 + local devices=""
154 + local i=0
155 + while (( i < cards_num )); do
156 + local dev_idx=$(((index - 1)*cards_num + i ))
157 + devices="$devices --device /dev/davinci${dev_idx}"
158 + ((i++))
159 + done
160 +
161 + # trim leading space
162 + devices="${devices#"${devices%%[![:space:]]*}"}"
163 + # Output devices: assigned to the caller variable
164 + printf '%s' "$devices"
165 +}
166 +
167 +devices=$(parse_and_gen_devices "${BUILDKITE_AGENT_NAME}") || exit 1
168 +
169 +# Run the image and execute the Out-Of-Tree (OOT) platform interface test case on Ascend NPU hardware.
170 +# This test checks whether the OOT platform interface is functioning properly in conjunction with
171 +# the hardware plugin vllm-ascend.
172 +model_cache_dir=/mnt/modelscope${agent_idx}
173 +mkdir -p ${model_cache_dir}
174 +docker run \
175 + ${devices} \
176 + --device /dev/davinci_manager \
177 + --device /dev/devmm_svm \
178 + --device /dev/hisi_hdc \
179 + -v /usr/local/dcmi:/usr/local/dcmi \
180 + -v /usr/local/bin/npu-smi:/usr/local/bin/npu-smi \
181 + -v /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/ \
182 + -v /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info \
183 + -v /etc/ascend_install.info:/etc/ascend_install.info \
184 + -v ${model_cache_dir}:/root/.cache/modelscope \
185 + --entrypoint="" \
186 + --name "${container_name}" \
187 + "${image_name}" \
188 + bash -c '
189 + set -e
190 + pytest -v -s tests/e2e/vllm_interface/
191 +'