Dockerfile.vllm 8.41 KB
Newer Older
1
2
3
# SPDX-FileCopyrightText: Copyright (c) 2024-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0

4
5
ARG BASE_IMAGE="nvcr.io/nvidia/cuda-dl-base"
ARG BASE_IMAGE_TAG="25.01-cuda12.8-devel-ubuntu24.04"
6

7
FROM ${BASE_IMAGE}:${BASE_IMAGE_TAG} AS dev
8
9
10

USER root

11
12
13
14
15
16
17
18
### NIXL SETUP ###

ARG MOFED_VERSION=24.10-1.1.4.0
ARG PYTHON_VERSION=3.12
ARG NSYS_URL=https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_1/
ARG NSYS_PKG=NsightSystems-linux-cli-public-2025.1.1.131-3554042.deb

RUN apt-get update -y && apt-get -y install curl \
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
    git \
    libnuma-dev \
    numactl \
    wget \
    autotools-dev \
    automake \
    libtool \
    libz-dev \
    libiberty-dev \
    flex \
    build-essential \
    cmake \
    libibverbs-dev \
    libgoogle-glog-dev \
    libgtest-dev \
    libjsoncpp-dev \
    libpython3-dev \
    libboost-all-dev \
    libssl-dev \
    libgrpc-dev \
    libgrpc++-dev \
    libprotobuf-dev \
    protobuf-compiler-grpc \
    pybind11-dev \
    python3-full \
    python3-pip \
    python3-numpy \
    etcd-server \
    net-tools \
    pciutils \
    libpci-dev \
    vim \
    tmux \
    screen \
    ibverbs-utils \
    libibmad-dev
55
56
57
58
59

RUN apt-get install -y linux-tools-common linux-tools-generic ethtool iproute2
RUN apt-get install -y dkms linux-headers-generic
RUN apt-get install -y meson ninja-build uuid-dev gdb

60
61
62
63
RUN apt install -y libglib2.0-0
RUN wget ${NSYS_URL}${NSYS_PKG} &&\
    apt install -y ./${NSYS_PKG} &&\
    rm ${NSYS_PKG}
64
65
66
67
68
69

RUN cd /usr/local/src && \
    curl -fSsL "https://content.mellanox.com/ofed/MLNX_OFED-${MOFED_VERSION}/MLNX_OFED_LINUX-${MOFED_VERSION}-ubuntu24.04-x86_64.tgz" -o mofed.tgz && \
    tar -xf /usr/local/src/mofed.tgz && \
    cd MLNX_OFED_LINUX-* && \
    apt-get update && apt-get install -y --no-install-recommends \
70
    ./DEBS/libibverbs* ./DEBS/ibverbs-providers* ./DEBS/librdmacm* ./DEBS/libibumad* && \
71
    rm -rf /var/lib/apt/lists/* /usr/local/src/* mofed.tgz
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90

ENV LIBRARY_PATH=$LIBRARY_PATH:/usr/local/cuda/lib64 \
    LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/cuda/lib64

ENV LIBRARY_PATH=$LIBRARY_PATH:/usr/local/lib \
    LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib

WORKDIR /workspace
RUN git clone https://github.com/NVIDIA/gdrcopy.git
RUN PREFIX=/usr/local DESTLIB=/usr/local/lib make -C /workspace/gdrcopy lib_install
RUN cp gdrcopy/src/libgdrapi.so.2.* /usr/lib/x86_64-linux-gnu/
RUN ldconfig

ARG UCX_VERSION=v1.18.0

RUN cd /usr/local/src && \
    curl -fSsL "https://github.com/openucx/ucx/tarball/${UCX_VERSION}" | tar xz && \
    cd openucx-ucx* && \
    ./autogen.sh && ./configure     \
91
92
93
94
95
96
97
98
99
100
101
102
    --enable-shared             \
    --disable-static            \
    --disable-doxygen-doc       \
    --enable-optimizations      \
    --enable-cma                \
    --enable-devel-headers      \
    --with-cuda=/usr/local/cuda \
    --with-verbs                \
    --with-dm                   \
    --with-gdrcopy=/usr/local   \
    --enable-mt                 \
    --with-mlx5-dv &&           \
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
    make -j &&                      \
    make -j install-strip &&        \
    ldconfig

ENV LD_LIBRARY_PATH=/usr/lib:$LD_LIBRARY_PATH
ENV CPATH=/usr/include:$CPATH
ENV PATH=/usr/bin:$PATH
ENV PKG_CONFIG_PATH=/usr/lib/pkgconfig:$PKG_CONFIG_PATH
SHELL ["/bin/bash", "-c"]

WORKDIR /workspace

ENV LD_LIBRARY_PATH=/usr/local/ompi/lib:$LD_LIBRARY_PATH
ENV CPATH=/usr/local/ompi/include:$CPATH
ENV PATH=/usr/local/ompi/bin:$PATH
ENV PKG_CONFIG_PATH=/usr/local/ompi/lib/pkgconfig:$PKG_CONFIG_PATH

COPY --from=nixl . /opt/nixl

RUN cd /opt/nixl && \
    mkdir build && \
    meson setup build/ --prefix=/usr/local/nixl && \
    cd build/ && \
    ninja && \
    ninja install

ENV LD_LIBRARY_PATH=/usr/local/nixl/lib/x86_64-linux-gnu/:$LD_LIBRARY_PATH
ENV PYTHONPATH=/usr/local/nixl/lib/python3/dist-packages/:/opt/nixl/test/python/:$PYTHONPATH
ENV UCX_TLS=^cuda_ipc
ENV NIXL_PLUGIN_DIR=/usr/local/nixl/lib/x86_64-linux-gnu/plugins

RUN ls -l /usr/local/nixl/
RUN ls -l /usr/local/nixl/include/
RUN ls -l /usr/local/nixl/include/internal/

RUN ls /opt/nixl

140
141
142
# Install utilities
RUN apt update -y && apt install -y git wget curl nvtop tmux vim
# nats
143
RUN wget https://github.com/nats-io/nats-server/releases/download/v2.10.24/nats-server-v2.10.24-amd64.deb && dpkg -i nats-server-v2.10.24-amd64.deb && rm nats-server-v2.10.24-amd64.deb
144
145
146
# etcd
ENV ETCD_VERSION="v3.5.18"
RUN wget https://github.com/etcd-io/etcd/releases/download/$ETCD_VERSION/etcd-$ETCD_VERSION-linux-amd64.tar.gz -O /tmp/etcd.tar.gz && \
147
148
149
    mkdir -p /usr/local/bin/etcd && \
    tar -xvf /tmp/etcd.tar.gz -C /usr/local/bin/etcd --strip-components=1 && \
    rm /tmp/etcd.tar.gz
150
151
152
153
ENV PATH=/usr/local/bin/etcd/:$PATH


### VIRTUAL ENVIRONMENT SETUP ###
154
155
156

# Install uv and create virtualenv
COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/
Neelay Shah's avatar
Neelay Shah committed
157
158
RUN mkdir /opt/dynamo && \
    uv venv /opt/dynamo/venv --python 3.12
159
160

# Activate virtual environment
Neelay Shah's avatar
Neelay Shah committed
161
ENV VIRTUAL_ENV=/opt/dynamo/venv
162
163
ENV PATH="${VIRTUAL_ENV}/bin:${PATH}"

164
165
166
167
# Common dependencies
RUN --mount=type=bind,source=./container/deps/requirements.txt,target=/tmp/requirements.txt \
    uv pip install --requirement /tmp/requirements.txt

168
169
170
# Install patched vllm - keep this early in Dockerfile to avoid
# rebuilds from unrelated source code changes
ARG VLLM_REF="v0.7.2"
Neelay Shah's avatar
Neelay Shah committed
171
ARG VLLM_PATCH="vllm_${VLLM_REF}-dynamo-kv-disagg-patch.patch"
172
RUN --mount=type=bind,source=./container/deps/,target=/tmp/deps \
173
174
175
176
177
178
179
    git clone https://github.com/vllm-project/vllm.git vllm && \
    cd vllm && \
    git checkout ${VLLM_REF} && \
    git apply /tmp/deps/vllm/${VLLM_PATCH} && \
    VLLM_USE_PRECOMPILED=1 uv build --wheel --out-dir /workspace/dist && \
    uv pip install /workspace/dist/vllm*cp312*.whl && \
    cd .. && rm -rf vllm
180

181
# Install genai-perf for benchmarking
182
ARG GENAI_PERF_TAG="25d0188713adc47868d6b3f22426375237a90529"
183
184
RUN uv pip install "git+https://github.com/triton-inference-server/perf_analyzer.git@${GENAI_PERF_TAG}#subdirectory=genai-perf"

185
186
187
# Install test dependencies
RUN --mount=type=bind,source=./container/deps/requirements.test.txt,target=/tmp/requirements.txt \
    uv pip install --requirement /tmp/requirements.txt
188

189
# ### MISC UTILITY SETUP ###
190
191
192

# Finish pyright install
RUN pyright --help > /dev/null 2>&1
193

194
195
196
197
198
# Enable Git operations in the /workspace directory
RUN printf "[safe]\n      directory=/workspace\n" > /root/.gitconfig

RUN ln -sf /bin/bash /bin/sh

199
200
201
202
203
204
### BUILDS ###

# Rust build/dev dependencies
RUN apt update -y && \
    apt install -y \
    build-essential \
Biswa Panda's avatar
Biswa Panda committed
205
    protobuf-compiler \
Neelay Shah's avatar
Neelay Shah committed
206
207
208
    cmake \
    libssl-dev \
    pkg-config && \
209
210
    curl https://sh.rustup.rs -sSf | bash -s -- -y
ENV PATH="/root/.cargo/bin:${PATH}"
211
RUN rustup toolchain install 1.85.0-x86_64-unknown-linux-gnu
212
213
214
215

# Working directory
WORKDIR /workspace

216
217
218
219
# Copy Python wheel configuration files
COPY pyproject.toml /workspace/
COPY README.md /workspace/
COPY LICENSE /workspace/
220
221
222
COPY Cargo.toml /workspace/
COPY Cargo.lock /workspace/
COPY rust-toolchain.toml /workspace/
223

224
COPY lib/ /workspace/lib/
225
226
COPY components /workspace/components
COPY launch /workspace/launch
227

228
229
230
231
232
ARG CARGO_BUILD_JOBS

ENV CARGO_TARGET_DIR=/workspace/target

RUN cargo build --release --locked --features mistralrs,sglang,vllm,python && \
233
234
235
236
237
    cargo doc --no-deps && \
    cp target/release/dynamo-run /usr/local/bin && \
    cp target/release/http /usr/local/bin && \
    cp target/release/llmctl /usr/local/bin && \
    cp target/release/metrics /usr/local/bin
238

Neelay Shah's avatar
Neelay Shah committed
239
240
241
COPY deploy/dynamo/sdk /workspace/deploy/dynamo/sdk
# Build dynamo wheel
RUN source /opt/dynamo/venv/bin/activate && \
242
    cd /workspace/lib/bindings/python && \
243
    uv build --wheel --out-dir /workspace/dist && \
244
245
    uv pip install /workspace/dist/ai_dynamo_runtime*cp312*.whl && \
    cd /workspace && \
246
    uv build --wheel --out-dir /workspace/dist && \
247
    uv pip install /workspace/dist/ai_dynamo*any.whl
248

249
# Package the bindings
Neelay Shah's avatar
Neelay Shah committed
250
251
RUN mkdir -p /opt/dynamo/bindings/wheels && \
    mkdir /opt/dynamo/bindings/lib && \
252
    cp dist/ai_dynamo*cp312*.whl /opt/dynamo/bindings/wheels/. && \
253
    cp target/release/libdynamo_llm_capi.so /opt/dynamo/bindings/lib/. && \
Neelay Shah's avatar
Neelay Shah committed
254
    cp -r lib/bindings/c/include /opt/dynamo/bindings/.
Neelay Shah's avatar
Neelay Shah committed
255

Neelay Shah's avatar
Neelay Shah committed
256
257
# Tell vllm to use the Dynamo LLM C API for KV Cache Routing
ENV VLLM_KV_CAPI_PATH="/opt/dynamo/bindings/lib/libdynamo_llm_capi.so"
258

259
260
# FIXME: Copy more specific folders in for dev/debug after directory restructure
COPY . /workspace
261

Neelay Shah's avatar
Neelay Shah committed
262
# FIXME: May want a modification with dynamo banner on entry
263
ENTRYPOINT ["/opt/nvidia/nvidia_entrypoint.sh"]
264

265
CMD []
266

267
### TODO Lean Runtime Image Stage ###
268