Dockerfile.tensorrt_llm

# SPDX-FileCopyrightText: Copyright (c) 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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.

ARG BASE_IMAGE="nvcr.io/nvidia/pytorch"
ARG BASE_IMAGE_TAG="25.04-py3"
ARG RELEASE_BUILD

# Define general architecture ARGs for supporting both x86 and aarch64 builds.
#   ARCH: Used for package suffixes (e.g., amd64, arm64)
#   ARCH_ALT: Used for Rust targets, manylinux suffix (e.g., x86_64, aarch64)
#
# Default values are for x86/amd64:
#   --build-arg ARCH=amd64 --build-arg ARCH_ALT=x86_64
#
# For arm64/aarch64, build with:
#   --build-arg ARCH=arm64 --build-arg ARCH_ALT=aarch64
#
# NOTE: There isn't an easy way to define one of these values based on the other value
# without adding if statements everywhere, so just define both as ARGs for now.
ARG ARCH=amd64
ARG ARCH_ALT=x86_64

FROM ${BASE_IMAGE}:${BASE_IMAGE_TAG} AS nixl_base

WORKDIR /opt/nixl
# Add a cache hint that only changes when the nixl commit changes
ARG NIXL_COMMIT
# This line acts as a cache key - it only changes when NIXL_COMMIT changes
RUN echo "NIXL commit: ${NIXL_COMMIT}" > /opt/nixl/commit.txt
# Copy the nixl source
COPY --from=nixl . .

##################################
########## Build Image ###########
##################################

FROM ${BASE_IMAGE}:${BASE_IMAGE_TAG} AS build

# Redeclare ARCH and ARCH_ALT so they're available in this build stage
ARG ARCH
ARG ARCH_ALT

USER root

# Install utilities
RUN apt update -y && \
    apt install -y \
    git \
    wget \
    curl \
    nvtop \
    tmux \
    vim \
    ## NIXL dependencies
    meson \
    ninja-build

### UCX EFA Setup ###
RUN rm -rf /opt/hpcx/ucx
RUN rm -rf /usr/local/ucx
RUN cd /usr/local/src && \
    git clone https://github.com/openucx/ucx.git && \
    cd ucx &&                   \
    git checkout v1.19.x &&     \
    ./autogen.sh && ./configure \
    --prefix=/usr/local/ucx     \
    --enable-shared             \
    --disable-static            \
    --disable-doxygen-doc       \
    --enable-optimizations      \
    --enable-cma                \
    --enable-devel-headers      \
    --with-cuda=/usr/local/cuda \
    --with-verbs                \
    --with-efa                  \
    --with-dm                   \
    --with-gdrcopy=/usr/local   \
    --enable-mt &&              \
    make -j &&                  \
    make -j install-strip &&    \
    ldconfig

ENV LD_LIBRARY_PATH=/usr/lib:/usr/local/ucx/lib:/usr/local/cuda/compat/lib.real:$LD_LIBRARY_PATH
ENV CPATH=/usr/include:$CPATH
ENV PATH=/usr/bin:$PATH
ENV PKG_CONFIG_PATH=/usr/lib/pkgconfig:$PKG_CONFIG_PATH
SHELL ["/bin/bash", "-c"]

# NIXL SETUP
# Copy nixl source, and use commit hash as cache hint
COPY --from=nixl_base /opt/nixl /opt/nixl
COPY --from=nixl_base /opt/nixl/commit.txt /opt/nixl/commit.txt
RUN if [ "$ARCH" = "arm64" ]; then \
        cd /opt/nixl && \
        mkdir build && \
        meson setup build/ --prefix=/usr/local/nixl -Dgds_path=/usr/local/cuda/targets/sbsa-linux && \
        cd build/ && \
        ninja && \
        ninja install; \
    else \
        cd /opt/nixl && \
        mkdir build && \
        meson setup build/ --prefix=/usr/local/nixl && \
        cd build/ && \
        ninja && \
        ninja install; \
    fi

ENV NIXL_PREFIX=/usr/local/nixl

# nats
RUN wget --tries=3 --waitretry=5 https://github.com/nats-io/nats-server/releases/download/v2.10.24/nats-server-v2.10.24-${ARCH}.deb && \
    dpkg -i nats-server-v2.10.24-${ARCH}.deb && rm nats-server-v2.10.24-${ARCH}.deb

# etcd
ENV ETCD_VERSION="v3.5.18"
RUN wget https://github.com/etcd-io/etcd/releases/download/$ETCD_VERSION/etcd-$ETCD_VERSION-linux-${ARCH}.tar.gz -O /tmp/etcd.tar.gz && \
    mkdir -p /usr/local/bin/etcd && \
    tar -xvf /tmp/etcd.tar.gz -C /usr/local/bin/etcd --strip-components=1 && \
    rm /tmp/etcd.tar.gz
ENV PATH=/usr/local/bin/etcd/:$PATH

ARG HAS_TRTLLM_CONTEXT=0
ARG TENSORRTLLM_PIP_WHEEL="tensorrt-llm"
ARG TENSORRTLLM_INDEX_URL="https://pypi.python.org/simple"

COPY --from=trtllm_wheel . /trtllm_wheel/

# TODO: Currently, ABI compatibility issues with TRTLLM wheel and NGC PyTorch prevent us
# from using the TRTLLM wheel in a uv venv. Once the issues are resolved, we can
# use uv to install TensorRT-LLM wheel within the uv venv.
# Note: TensorRT needs to be uninstalled before installing the TRTLLM wheel
# because there might be mismatched versions of TensorRT between the NGC PyTorch
# and the TRTLLM wheel.
RUN [ -f /etc/pip/constraint.txt ] && : > /etc/pip/constraint.txt || true && \
    pip uninstall -y tensorrt && \
    if [ "$HAS_TRTLLM_CONTEXT" = "1" ]; then \
        # Install from local wheel directory in build context
        WHEEL_FILE=$(find /trtllm_wheel -name "*.whl" | head -n 1); \
        if [ -n "$WHEEL_FILE" ]; then \
            pip install "$WHEEL_FILE"; \
        else \
            echo "No wheel file found in /trtllm_wheel directory."; \
            exit 1; \
        fi; \
    else \
         # Install TensorRT-LLM wheel from the provided index URL, allow dependencies from PyPI
         pip install --index-url "${TENSORRTLLM_INDEX_URL}" \
         --extra-index-url https://pypi.org/simple \
         "${TENSORRTLLM_PIP_WHEEL}" ; \
    fi

# Install genai-perf for benchmarking
# TODO: Move to published pypi tags
ARG GENAI_PERF_TAG="e67e853413a07a778dd78a55e299be7fba9c9c24"
RUN pip install "git+https://github.com/triton-inference-server/perf_analyzer.git@${GENAI_PERF_TAG}#subdirectory=genai-perf"

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

### MISC UTILITY SETUP ###

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

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

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

# Rust build/dev dependencies
RUN apt-get update && \
    apt-get install --no-install-recommends -y \
    gdb \
    protobuf-compiler \
    cmake \
    libssl-dev \
    pkg-config \
    libclang-dev

ENV RUSTUP_HOME=/usr/local/rustup \
    CARGO_HOME=/usr/local/cargo \
    PATH=/usr/local/cargo/bin:$PATH \
    RUST_VERSION=1.86.0

# Define Rust target based on ARCH_ALT ARG
ARG RUSTARCH=${ARCH_ALT}-unknown-linux-gnu

# Install Rust using RUSTARCH derived from ARCH_ALT
RUN wget --tries=3 --waitretry=5 "https://static.rust-lang.org/rustup/archive/1.28.1/${RUSTARCH}/rustup-init" && \
    # TODO: Add SHA check back based on RUSTARCH
    chmod +x rustup-init && \
    ./rustup-init -y --no-modify-path --profile minimal --default-toolchain $RUST_VERSION --default-host ${RUSTARCH} && \
    rm rustup-init && \
    chmod -R a+w $RUSTUP_HOME $CARGO_HOME

ARG CARGO_BUILD_JOBS
# Set CARGO_BUILD_JOBS to 16 if not provided
# This is to prevent cargo from building $(nproc) jobs in parallel,
# which might exceed the number of opened files limit.
ENV CARGO_BUILD_JOBS=${CARGO_BUILD_JOBS:-16}

ENV CARGO_TARGET_DIR=/workspace/target

# Install uv, create virtualenv for general use, and build dynamo wheel
COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/

### VIRTUAL ENVIRONMENT SETUP ###
RUN mkdir /opt/dynamo && \
    uv venv /opt/dynamo/venv --python 3.12

###################################
####### WHEEL BUILD STAGE #########
###################################

# Redeclare ARCH_ALT ARG so it's available for interpolation in the FROM instruction
ARG ARCH_ALT

FROM quay.io/pypa/manylinux_2_28_${ARCH_ALT} AS wheel_builder
ARG RELEASE_BUILD
ARG CARGO_BUILD_JOBS
# Set CARGO_BUILD_JOBS to 16 if not provided
# This is to prevent cargo from building $(nproc) jobs in parallel,
# which might exceed the number of opened files limit.
ENV CARGO_BUILD_JOBS=${CARGO_BUILD_JOBS:-16}

WORKDIR /workspace

RUN yum update -y \
    && yum install -y llvm-toolset python3.12-devel \
    && yum install -y protobuf-compiler \
    && yum clean all \
    && rm -rf /var/cache/yum

ENV RUSTUP_HOME=/usr/local/rustup \
    CARGO_HOME=/usr/local/cargo \
    CARGO_TARGET_DIR=/workspace/target \
    VIRTUAL_ENV=/opt/dynamo/venv

COPY --from=build $RUSTUP_HOME $RUSTUP_HOME
COPY --from=build $CARGO_HOME $CARGO_HOME
COPY --from=build /workspace /workspace
COPY --from=build $VIRTUAL_ENV $VIRTUAL_ENV
COPY --from=build /usr/local/nixl /opt/nvidia/nvda_nixl
ENV PATH=$CARGO_HOME/bin:$VIRTUAL_ENV/bin:$PATH

# Copy configuration files
COPY pyproject.toml /workspace/
COPY README.md /workspace/
COPY LICENSE /workspace/
COPY Cargo.toml /workspace/
COPY Cargo.lock /workspace/
COPY rust-toolchain.toml /workspace/
COPY hatch_build.py /workspace/

# Copy source code
COPY lib/ /workspace/lib/
COPY components /workspace/components
COPY launch /workspace/launch
COPY deploy/sdk /workspace/deploy/sdk

# Build Rust crate binaries packaged with the wheel
RUN cargo build --release --locked --features mistralrs,python \
    -p dynamo-run \
    -p llmctl \
    # Multiple http named crates are present in dependencies, need to specify the path
    -p file://$PWD/components/http \
    -p metrics

# Build dynamo wheels
RUN uv build --wheel --out-dir /workspace/dist && \
    cd /workspace/lib/bindings/python && \
    uv build --wheel --out-dir /workspace/dist --python 3.12 && \
    if [ "$RELEASE_BUILD" = "true" ]; then \
        uv build --wheel --out-dir /workspace/dist --python 3.11 && \
        uv build --wheel --out-dir /workspace/dist --python 3.10; \
    fi

########################################
########## Development Image ###########
########################################

FROM build AS dev

WORKDIR /workspace
COPY --from=wheel_builder /workspace/dist/ /workspace/dist/
COPY --from=wheel_builder /workspace/target/ /workspace/target/
# Copy Cargo cache to avoid re-downloading dependencies
COPY --from=wheel_builder $CARGO_HOME $CARGO_HOME

COPY . /workspace

# Build rest of the crates
# Need to figure out rust caching to avoid rebuilding and remove exclude flags
RUN cargo build --release --locked --workspace \
    --exclude dynamo-run \
    --exclude llmctl \
    --exclude file://$PWD/components/http \
    --exclude metrics

# Package the bindings
RUN mkdir -p /opt/dynamo/bindings/wheels && \
    mkdir /opt/dynamo/bindings/lib && \
    cp dist/ai_dynamo*cp312*.whl /opt/dynamo/bindings/wheels/. && \
    cp target/release/libdynamo_llm_capi.so /opt/dynamo/bindings/lib/. && \
    cp -r lib/bindings/c/include /opt/dynamo/bindings/.  && \
    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 && \
    cp target/release/mock_worker /usr/local/bin

# Install wheels
RUN . /opt/dynamo/venv/bin/activate && \
    uv pip install /workspace/dist/ai_dynamo_runtime*cp312*.whl && \
    uv pip install /workspace/dist/ai_dynamo*any.whl

# Install dynamo.runtime and dynamo.llm wheels globally in container for tests
# TODO: In future, we may use a virtualenv for everything and remove this.
RUN pip install dist/ai_dynamo_runtime*cp312*.whl  && \
    pip install dist/ai_dynamo*any.whl

ENV DYNAMO_HOME=/workspace

# Use UCX for TRTLLM KV Cache Transfer
ENV TRTLLM_USE_UCX_KVCACHE=1


# Copy launch banner
RUN --mount=type=bind,source=./container/launch_message.txt,target=/workspace/launch_message.txt \
    sed '/^#\s/d' /workspace/launch_message.txt > ~/.launch_screen && \
    echo "cat ~/.launch_screen" >> ~/.bashrc


# FIXME: May want a modification with dynamo banner on entry
ENTRYPOINT ["/opt/nvidia/nvidia_entrypoint.sh"]
CMD []