text-generation-inference/Dockerfile_llamacpp

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[Backend] Add Llamacpp backend (#2975) * Add llamacpp backend Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Get rid of llama_batch_get_one() Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Use max_batch_total_tokens Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle max_batch_size Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add some input validation checks Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle ctx args & fix sampling Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add GPU args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --defrag-threshold Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add a stupid batch mechanism Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --numa Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Enable flash attention by default Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --offload-kqv Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix batch_pos Signed-off-by: Adrien Gallouët <angt@huggingface.co> * backend(llama): add CUDA Dockerfile_llamacpp for now * Only export the latest logits Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Output real logprobs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix batching Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix seq iterations Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Auto-detect n_threads when not provided Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Clear request cache after completion Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove warmup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * backend(llama): add CUDA architectures build argument for Dockerfile * Add specific args for batch Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --type-v & --type-k Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Bump llamacpp to b4623 Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Disable graceful shutdown in debug mode Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update Dockerfile_llamacpp Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Dockerfile Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update Cargo.lock Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Simplify batching logic Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Set TGI_LLAMA_PKG_CUDA from CUDA_VERSION Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Rename bindings Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove n_ctx Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Make max_batch_total_tokens optional Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Ensure all samplers are freed on error Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Initialize penalty_last_n with llamacpp default value Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Improve default settings Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update docs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Thanks clippy Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Thanks cargo fmt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update docs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Do not use HOSTNAME env Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Bump llama.cpp & cuda Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix requirements.txt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix fmt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Enable KQV offload by default Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove Ngrok tunneling Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove .cargo/config.toml Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix Dockerfile Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add missing cuda prefix Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle custom llama.cpp dir Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add README.md Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add HF transfer Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix bool args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> --------- Signed-off-by: Adrien Gallouët <angt@huggingface.co> Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>
2025-02-14 12:40:57 +00:00
FROM nvidia/cuda:12.8.0-cudnn-devel-ubuntu24.04 AS deps
ARG llamacpp_version=b4651
ARG llamacpp_cuda=OFF
ARG cuda_arch=75-real;80-real;86-real;89-real;90-real
WORKDIR /opt/src
ENV DEBIAN_FRONTEND=noninteractive
RUN apt update && apt install -y \
clang \
cmake \
curl \
git \
python3-dev \
libssl-dev \
pkg-config \
tar
ADD https://github.com/ggerganov/llama.cpp/archive/refs/tags/${llamacpp_version}.tar.gz /opt/src/
RUN tar -xzf ${llamacpp_version}.tar.gz \
&& cd llama.cpp-${llamacpp_version} \
&& cmake -B build \
-DCMAKE_INSTALL_PREFIX=/usr \
-DCMAKE_INSTALL_LIBDIR=/usr/lib \
-DCMAKE_C_COMPILER=clang \
-DCMAKE_CXX_COMPILER=clang++ \
-DCMAKE_CUDA_ARCHITECTURES=${cuda_arch} \
-DGGML_CUDA=${llamacpp_cuda} \
-DLLAMA_BUILD_COMMON=OFF \
-DLLAMA_BUILD_TESTS=OFF \
-DLLAMA_BUILD_EXAMPLES=OFF \
-DLLAMA_BUILD_SERVER=OFF \
&& cmake --build build --parallel --config Release \
&& cmake --install build
WORKDIR /app
COPY rust-toolchain.toml rust-toolchain.toml
RUN curl -sSf https://sh.rustup.rs | sh -s -- --no-modify-path --default-toolchain 1.85.0 --profile minimal -y
[Backend] Add Llamacpp backend (#2975) * Add llamacpp backend Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Get rid of llama_batch_get_one() Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Use max_batch_total_tokens Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle max_batch_size Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add some input validation checks Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle ctx args & fix sampling Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add GPU args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --defrag-threshold Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add a stupid batch mechanism Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --numa Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Enable flash attention by default Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --offload-kqv Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix batch_pos Signed-off-by: Adrien Gallouët <angt@huggingface.co> * backend(llama): add CUDA Dockerfile_llamacpp for now * Only export the latest logits Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Output real logprobs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix batching Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix seq iterations Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Auto-detect n_threads when not provided Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Clear request cache after completion Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove warmup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * backend(llama): add CUDA architectures build argument for Dockerfile * Add specific args for batch Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add --type-v & --type-k Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Bump llamacpp to b4623 Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Disable graceful shutdown in debug mode Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update Dockerfile_llamacpp Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Dockerfile Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update Cargo.lock Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Simplify batching logic Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Set TGI_LLAMA_PKG_CUDA from CUDA_VERSION Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Rename bindings Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove n_ctx Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Make max_batch_total_tokens optional Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Ensure all samplers are freed on error Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Initialize penalty_last_n with llamacpp default value Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Improve default settings Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update docs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Thanks clippy Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Thanks cargo fmt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update docs Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Do not use HOSTNAME env Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Bump llama.cpp & cuda Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix requirements.txt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix fmt Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Enable KQV offload by default Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove Ngrok tunneling Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Remove .cargo/config.toml Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix Dockerfile Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add missing cuda prefix Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Handle custom llama.cpp dir Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Cleanup Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add README.md Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Add HF transfer Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Fix bool args Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> * Update doc Signed-off-by: Adrien Gallouët <angt@huggingface.co> --------- Signed-off-by: Adrien Gallouët <angt@huggingface.co> Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>
2025-02-14 12:40:57 +00:00
ENV PATH="/root/.cargo/bin:$PATH"
RUN cargo install cargo-chef --locked
FROM deps AS planner
COPY . .
RUN cargo chef prepare --recipe-path recipe.json
FROM deps AS builder
COPY --from=planner /app/recipe.json recipe.json
RUN cargo chef cook \
--recipe-path recipe.json \
--profile release-opt \
--package text-generation-router-llamacpp
COPY . .
RUN cargo build \
--profile release-opt \
--package text-generation-router-llamacpp --frozen
FROM nvidia/cuda:12.8.0-cudnn-runtime-ubuntu24.04
RUN apt update && apt install -y \
python3-venv \
python3-pip
RUN python3 -m venv /venv
ENV PATH="/venv/bin:$PATH"
COPY backends/llamacpp/requirements.txt requirements.txt
RUN pip3 install --no-cache-dir -r requirements.txt
COPY --from=builder /usr/lib/libllama.so /usr/lib/
COPY --from=builder /usr/lib/libggml*.so /usr/lib/
COPY --from=builder /app/target/release-opt/text-generation-router-llamacpp /usr/bin/
ENV HF_HUB_ENABLE_HF_TRANSFER=1
ENTRYPOINT ["text-generation-router-llamacpp"]