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elizaos--eliza/packages/training/scripts/build_quantization_extensions.sh
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chore: import upstream snapshot with attribution
2026-07-13 12:43:05 +08:00

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#!/usr/bin/env bash
# Build the CUDA + Triton extensions the eliza-1 quantization stack needs.
#
# This script is the single source of truth for "set up a fresh GPU box
# so that QJL, fused-TurboQuant, and friends can actually run." It is
# called by training/Dockerfile during image build, and is also the
# command operators run on a bare-metal Vast / Lambda / on-prem GPU.
#
# What it does
# ------------
# 1. Builds the vendored QJL CUDA kernels in scripts/quantization/qjl/
# via `python setup.py build_ext --inplace`. Requires nvcc and
# python<ver>-dev headers on the system.
#
# 2. Verifies fused_turboquant_vendored can be imported. Triton is
# JIT-only — there is no AOT step we can run at install time, so
# this is the closest we can get to "Triton compiler is wired up
# correctly". The actual kernel JIT happens on first call inside
# a CUDA context.
#
# What it does not do
# -------------------
# - It does not install system packages. The Dockerfile is responsible
# for apt-get installing nvcc + python-dev. On bare metal, the user
# installs those manually (see scripts/quantization/qjl/build.sh).
# - It does not build vllm or any inference-side kernel. `serve_vllm.py`
# consumes prebuilt vllm wheels from the `serve` extra.
#
# Exit codes
# ----------
# 0 — QJL built successfully, fused_turboquant_vendored imported.
# 1 — QJL build failed (typically nvcc missing or wrong arch list).
# 2 — fused_turboquant_vendored import failed (Triton or torch issue).
set -euo pipefail
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
TRAINING_DIR="$(cd "${SCRIPT_DIR}/.." && pwd)"
QJL_DIR="${SCRIPT_DIR}/quantization/qjl"
PYTHON_BIN="${PYTHON:-python}"
if ! command -v "${PYTHON_BIN}" >/dev/null 2>&1; then
PYTHON_BIN="python3"
fi
echo "[build_quantization_extensions] python: $(${PYTHON_BIN} --version)"
echo "[build_quantization_extensions] training dir: ${TRAINING_DIR}"
echo "[build_quantization_extensions] qjl dir: ${QJL_DIR}"
if [[ ! -d "${QJL_DIR}" ]]; then
echo "[build_quantization_extensions] FATAL: QJL source directory missing at ${QJL_DIR}" >&2
exit 1
fi
# --- 1. QJL ---------------------------------------------------------------
# Defer to the in-tree build.sh which already auto-detects compute_cap
# from nvidia-smi and wires up TORCH_CUDA_ARCH_LIST. Inside Docker the
# Dockerfile pre-sets TORCH_CUDA_ARCH_LIST and the auto-detect is a
# skipped branch; on bare metal we get the local GPU's arch.
echo "[build_quantization_extensions] building QJL CUDA extensions..."
pushd "${QJL_DIR}" >/dev/null
PYTHON="${PYTHON_BIN}" bash ./build.sh
popd >/dev/null
# Sanity: at least one .so should now exist next to setup.py.
if ! ls "${QJL_DIR}"/*.so >/dev/null 2>&1; then
echo "[build_quantization_extensions] FATAL: QJL build reported success but produced no .so files" >&2
exit 1
fi
echo "[build_quantization_extensions] QJL .so artifacts:"
ls -1 "${QJL_DIR}"/*.so
# --- 2. fused-turboquant Triton import ------------------------------------
# The vendored package's __init__.py imports from
# `quantization.fused_turboquant_vendored.*`, which means the parent
# `quantization` directory must be on PYTHONPATH. scripts/ does that.
echo "[build_quantization_extensions] verifying fused_turboquant_vendored imports..."
PYTHONPATH="${SCRIPT_DIR}${PYTHONPATH:+:${PYTHONPATH}}" \
"${PYTHON_BIN}" -c "import quantization.fused_turboquant_vendored as f; print('fused-turboquant', f.__version__)" \
|| { echo "[build_quantization_extensions] FATAL: fused_turboquant_vendored import failed" >&2; exit 2; }
echo "[build_quantization_extensions] OK — QJL built, fused-turboquant import verified"