diff --git a/.github/workflows/build-prek-cache-image.yml b/.github/workflows/build-prek-cache-image.yml deleted file mode 100644 index 65ddf71b..00000000 --- a/.github/workflows/build-prek-cache-image.yml +++ /dev/null @@ -1,180 +0,0 @@ -name: Build Prek Cache Image - -on: - workflow_dispatch: - inputs: - image_repo: - description: GHCR image repository - required: true - default: ghcr.io/openpipe/art-ci - type: string - base_image: - description: Base image used for prewarm build - required: true - default: pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel - type: string - python_mm: - description: Python major.minor for CI metadata - required: true - default: "3.11" - type: string - build_jobs: - description: Parallel build jobs for native builds (auto or positive integer) - required: true - default: auto - type: string - fingerprint: - description: Megatron fingerprint for immutable tag - required: true - type: string - -permissions: - contents: read - packages: write - -jobs: - build-and-push: - runs-on: art-large-runner - - steps: - - name: Checkout - uses: actions/checkout@v4 - - - name: Set up Docker Buildx - uses: docker/setup-buildx-action@v3 - - - name: Log in to GHCR - uses: docker/login-action@v3 - with: - registry: ghcr.io - username: ${{ github.actor }} - password: ${{ secrets.GITHUB_TOKEN }} - - - name: Resolve build parallelism - id: parallelism - shell: bash - run: | - requested="${{ inputs.build_jobs }}" - mem_kib="$(awk '/MemTotal/ {print $2}' /proc/meminfo)" - mem_gib="$((mem_kib / 1024 / 1024))" - - if [[ "${requested}" == "auto" ]]; then - # Keep headroom for linker and container overhead. - if (( mem_gib >= 28 )); then - jobs=4 - elif (( mem_gib >= 20 )); then - jobs=3 - elif (( mem_gib >= 14 )); then - jobs=2 - else - jobs=1 - fi - else - if ! [[ "${requested}" =~ ^[1-9][0-9]*$ ]]; then - echo "::error::build_jobs must be 'auto' or a positive integer." - exit 1 - fi - jobs="${requested}" - fi - - echo "jobs=${jobs}" >> "${GITHUB_OUTPUT}" - echo "mem_gib=${mem_gib}" >> "${GITHUB_OUTPUT}" - echo "Using ${jobs} parallel build jobs on ${mem_gib} GiB runner memory." - - - name: Build and push image - uses: docker/build-push-action@v6 - with: - context: . - file: docker/ci-prek-cache.Dockerfile - push: true - tags: | - ${{ inputs.image_repo }}:prek-megatron-${{ inputs.fingerprint }} - ${{ inputs.image_repo }}:prek-megatron-current - build-args: | - BASE_IMAGE=${{ inputs.base_image }} - CI_PYTHON_MM=${{ inputs.python_mm }} - MEGATRON_FINGERPRINT=${{ inputs.fingerprint }} - BUILD_JOBS=${{ steps.parallelism.outputs.jobs }} - cache-from: type=gha,scope=prek-cache-image - cache-to: type=gha,mode=max,scope=prek-cache-image - - - name: Resolve GHCR package coordinates - id: package - shell: bash - run: | - image_repo="${{ inputs.image_repo }}" - if [[ ! "${image_repo}" =~ ^ghcr\.io/([^/]+)/([^:@]+)$ ]]; then - echo "::error::image_repo must be in format ghcr.io//" - exit 1 - fi - echo "owner=${BASH_REMATCH[1]}" >> "${GITHUB_OUTPUT}" - echo "package=${BASH_REMATCH[2]}" >> "${GITHUB_OUTPUT}" - - - name: Prune old managed GHCR image versions - id: prune - uses: actions/github-script@v7 - env: - IMAGE_OWNER: ${{ steps.package.outputs.owner }} - PACKAGE_NAME: ${{ steps.package.outputs.package }} - KEEP_COUNT: "4" - with: - script: | - const owner = process.env.IMAGE_OWNER; - const packageName = process.env.PACKAGE_NAME; - const keepCount = Number(process.env.KEEP_COUNT || "4"); - const currentTag = "prek-megatron-current"; - const immutablePrefix = "prek-megatron-"; - - const versions = await github.paginate( - github.rest.packages.getAllPackageVersionsForPackageOwnedByOrg, - { - org: owner, - package_type: "container", - package_name: packageName, - per_page: 100, - }, - ); - - const managed = versions - .filter((version) => { - const tags = version.metadata?.container?.tags || []; - return tags.some( - (tag) => tag === currentTag || tag.startsWith(immutablePrefix), - ); - }) - .sort( - (a, b) => - new Date(b.created_at).getTime() - new Date(a.created_at).getTime(), - ); - - const toDelete = managed.slice(keepCount); - for (const version of toDelete) { - await github.rest.packages.deletePackageVersionForPackageOwnedByOrg({ - org: owner, - package_type: "container", - package_name: packageName, - package_version_id: version.id, - }); - } - - core.setOutput("managed_total", String(managed.length)); - core.setOutput("deleted_count", String(toDelete.length)); - core.setOutput("retained_count", String(Math.min(keepCount, managed.length))); - core.info( - `Managed versions: ${managed.length}; deleted: ${toDelete.length}; retained: ${Math.min(keepCount, managed.length)}.`, - ); - - - name: Summarize tags - run: | - { - echo "## Prek Cache Image Pushed" - echo "" - echo "- Immutable: \\`${{ inputs.image_repo }}:prek-megatron-${{ inputs.fingerprint }}\\`" - echo "- Current: \\`${{ inputs.image_repo }}:prek-megatron-current\\`" - echo "- Base image: \\`${{ inputs.base_image }}\\`" - echo "- Runner memory: \\`${{ steps.parallelism.outputs.mem_gib }} GiB\\`" - echo "- Build jobs: \\`${{ steps.parallelism.outputs.jobs }}\\`" - echo "- Managed versions seen: \\`${{ steps.prune.outputs.managed_total }}\\`" - echo "- Versions deleted: \\`${{ steps.prune.outputs.deleted_count }}\\`" - echo "- Versions retained: \\`${{ steps.prune.outputs.retained_count }}\\`" - } >> "$GITHUB_STEP_SUMMARY" diff --git a/.github/workflows/prek.yml b/.github/workflows/prek.yml index bb4e129b..3565d162 100644 --- a/.github/workflows/prek.yml +++ b/.github/workflows/prek.yml @@ -5,27 +5,124 @@ on: push: branches: [main] +permissions: + contents: read + jobs: quality-checks: - runs-on: ubuntu-latest + runs-on: art-large-runner + container: + image: pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel + env: + CI_BASE_IMAGE: "pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel" + CI_PYTHON_MM: "3.11" + CI_UV_CACHE_RELEASE_TAG: "prek-uv-cache" + CI_UV_CACHE_ASSET_PREFIX: "prek-uv-cache" + UV_CACHE_DIR: "/root/.cache/uv" + UV_LINK_MODE: "copy" + TORCH_CUDA_ARCH_LIST: "8.0" steps: + - name: Install CI dependencies + run: | + apt-get update + apt-get install -y --no-install-recommends ca-certificates curl git zstd + rm -rf /var/lib/apt/lists/* + curl -LsSf https://astral.sh/uv/install.sh | sh + echo "/root/.local/bin" >> "${GITHUB_PATH}" + - name: Checkout code uses: actions/checkout@v4 - - name: Set up Python - uses: actions/setup-python@v5 - with: - python-version: "3.11" + - name: Mark workspace as a safe git directory + run: | + git config --global --add safe.directory "${GITHUB_WORKSPACE}" - - name: Install uv + - name: Compute expected uv cache fingerprint + id: expected-uv-fingerprint run: | - curl -LsSf https://astral.sh/uv/install.sh | sh - echo "$HOME/.cargo/bin" >> $GITHUB_PATH + fp="$(python3 scripts/ci/compute_uv_fingerprint.py \ + --pyproject pyproject.toml \ + --uv-lock uv.lock \ + --base-image "${CI_BASE_IMAGE}" \ + --python-mm "${CI_PYTHON_MM}")" + echo "fingerprint=${fp}" >> "${GITHUB_OUTPUT}" + echo "Expected uv cache fingerprint: ${fp}" + + - name: Restore prebuilt uv cache + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + run: | + release_api="https://api.github.com/repos/${GITHUB_REPOSITORY}/releases/tags/${CI_UV_CACHE_RELEASE_TAG}" + fingerprint="${{ steps.expected-uv-fingerprint.outputs.fingerprint }}" + part_prefix="${CI_UV_CACHE_ASSET_PREFIX}-${fingerprint}.tar.zst.part-" + + release_json="$(curl -fsSL \ + -H "Authorization: Bearer ${GITHUB_TOKEN}" \ + -H "Accept: application/vnd.github+json" \ + "${release_api}" || true)" + + if [ -z "${release_json}" ]; then + echo "::error::Missing cache release '${CI_UV_CACHE_RELEASE_TAG}'." + echo "::error::Build and upload cache with: bash scripts/ci/build_and_push_uv_cache.sh" + exit 1 + fi + + part_selection_file="/tmp/uv-cache-part-selection.txt" + if ! RELEASE_JSON="${release_json}" PART_PREFIX="${part_prefix}" python3 -c "import json, os, re, sys; payload=json.loads(os.environ['RELEASE_JSON']); part_prefix=os.environ['PART_PREFIX']; pattern=re.compile(r'^' + re.escape(part_prefix) + r'(\\d{3})$'); parts=[]; [parts.append((int(m.group(1)), int(a.get('id')), a.get('name'))) for a in payload.get('assets', []) for m in [pattern.match(a.get('name', ''))] if m and a.get('id') is not None]; parts.sort(key=lambda x: x[0]); indices=[p[0] for p in parts]; expected=list(range(len(parts))); print('\\n'.join(f'{asset_id} {name}' for _, asset_id, name in parts)) if parts and indices == expected else (_ for _ in ()).throw(SystemExit(2 if not parts else 3))" > "${part_selection_file}"; then + echo "::error::No complete uv cache part set found for prefix '${part_prefix}'." + echo "::error::Build and upload cache with: bash scripts/ci/build_and_push_uv_cache.sh" + exit 1 + fi + + part_count="$(wc -l < "${part_selection_file}" | tr -d ' ')" + echo "Using uv cache part set '${part_prefix}*' (${part_count} parts)." + + parts_dir="/tmp/uv-cache-parts" + part_paths_file="/tmp/uv-cache-part-paths.txt" + rm -rf "${parts_dir}" + mkdir -p "${parts_dir}" + awk -v d="${parts_dir}" '{print d "/" $2}' "${part_selection_file}" > "${part_paths_file}" + + PARTS_DIR="${parts_dir}" GITHUB_TOKEN="${GITHUB_TOKEN}" GITHUB_REPOSITORY="${GITHUB_REPOSITORY}" \ + xargs -n 2 -P 8 sh -c ' + asset_id="$1" + asset_name="$2" + part_path="${PARTS_DIR}/${asset_name}" + curl -fsSL -L \ + -H "Authorization: Bearer ${GITHUB_TOKEN}" \ + -H "Accept: application/octet-stream" \ + "https://api.github.com/repos/${GITHUB_REPOSITORY}/releases/assets/${asset_id}" \ + -o "${part_path}" + ' sh < "${part_selection_file}" + + while IFS= read -r part_path; do + [ -s "${part_path}" ] || { + echo "::error::Missing or empty cache part: ${part_path}" + exit 1 + } + done < "${part_paths_file}" + + rm -rf "${UV_CACHE_DIR}" + mkdir -p "${UV_CACHE_DIR}" + while IFS= read -r part_path; do + cat "${part_path}" + done < "${part_paths_file}" | zstd -d -c | tar -xf - -C "${UV_CACHE_DIR}" + du -sh "${UV_CACHE_DIR}" - name: Install dependencies (with all optional extras for complete type checking) run: | - uv sync --all-extras + py_mm="$(python -c 'import sys; print(f"{sys.version_info.major}.{sys.version_info.minor}")')" + cudnn_path="${GITHUB_WORKSPACE}/.venv/lib/python${py_mm}/site-packages/nvidia/cudnn" + export CUDNN_PATH="${cudnn_path}" + export CUDNN_HOME="${cudnn_path}" + export CUDNN_INCLUDE_PATH="${cudnn_path}/include" + export CUDNN_LIBRARY_PATH="${cudnn_path}/lib" + export CPLUS_INCLUDE_PATH="${CUDNN_INCLUDE_PATH}${CPLUS_INCLUDE_PATH:+:${CPLUS_INCLUDE_PATH}}" + export LIBRARY_PATH="${CUDNN_LIBRARY_PATH}${LIBRARY_PATH:+:${LIBRARY_PATH}}" + export LD_LIBRARY_PATH="${CUDNN_LIBRARY_PATH}${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}" + uv --version + uv sync --all-extras --group dev --frozen - name: Run prek hooks (lint, format, typecheck, uv.lock, tests) run: | @@ -33,4 +130,4 @@ jobs: - name: Run unit tests (via prek) run: | - uv run prek run pytest \ No newline at end of file + uv run prek run pytest diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 1296b9e1..9e87d5e3 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -37,6 +37,36 @@ uv run prek run pytest These checks are automatically run in CI for all pull requests. If your PR fails these checks, re-run the corresponding `prek` hook locally and commit any fixes. +### CI uv Cache Refresh + +The PR `prek` workflow uses a prebuilt full `uv` cache (stored as a GitHub release asset) to avoid rebuilding heavy dependencies on every run. + +To refresh the cache after dependency changes, run: + +```bash +bash scripts/ci/build_and_push_uv_cache.sh +``` + +This command builds a full cache archive locally (using `uv sync --frozen --all-extras --group dev --no-install-project`) and uploads a fingerprinted part set: + +- `prek-uv-cache-.tar.zst.part-000` +- `prek-uv-cache-.tar.zst.part-001` +- ... + +The script also prunes old immutable cache assets (keeps newest 4 by default). +It requires GitHub CLI authentication (`gh auth login`) and should be run in an environment compatible with CI (same base CUDA image/toolchain). + +You can override native-build parallelism while preparing cache: + +```bash +bash scripts/ci/build_and_push_uv_cache.sh --build-jobs 2 +``` + +By default, `--build-jobs auto` is used and resolves from available CPU and memory. +By default, cache parts are split at `1900 MiB`; override with `--part-size-mb ` if needed. + +CI computes the expected cache fingerprint from `pyproject.toml`, `uv.lock`, base image, Python version, and cache asset layout contract. If no matching cache part set exists, CI fails fast and tells you to refresh cache with the script above. + ### Release Process To create a new release: diff --git a/docker/ci-prek-cache.Dockerfile b/docker/ci-prek-cache.Dockerfile deleted file mode 100644 index 2a0f29e9..00000000 --- a/docker/ci-prek-cache.Dockerfile +++ /dev/null @@ -1,35 +0,0 @@ -ARG BASE_IMAGE=pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel -FROM ${BASE_IMAGE} - -ARG CI_PYTHON_MM=3.11 -ARG MEGATRON_FINGERPRINT=unset -ARG BUILD_JOBS=2 - -ENV UV_CACHE_DIR=/root/.cache/uv -ENV UV_LINK_MODE=copy -ENV UV_CONCURRENT_BUILDS=${BUILD_JOBS} -ENV CMAKE_BUILD_PARALLEL_LEVEL=${BUILD_JOBS} -ENV MAX_JOBS=${BUILD_JOBS} -ENV NINJAFLAGS=-j${BUILD_JOBS} -ENV TORCH_CUDA_ARCH_LIST=8.0 - -RUN apt-get update && \ - apt-get install -y --no-install-recommends ca-certificates curl git && \ - rm -rf /var/lib/apt/lists/* - -RUN curl -LsSf https://astral.sh/uv/install.sh | sh -ENV PATH="/root/.cargo/bin:${PATH}" - -WORKDIR /opt/art-prek-bootstrap -COPY pyproject.toml uv.lock ./ - -# Pre-warm uv cache with the full CI dependency surface while avoiding editable install. -RUN uv sync --frozen --all-extras --group dev --no-install-project && \ - rm -rf /opt/art-prek-bootstrap/.venv - -RUN mkdir -p /etc/art-ci && \ - printf '%s' "${MEGATRON_FINGERPRINT}" > /etc/art-ci/megatron_fingerprint && \ - printf '%s' "${BASE_IMAGE}" > /etc/art-ci/base_image && \ - printf '%s' "${CI_PYTHON_MM}" > /etc/art-ci/python_mm - -WORKDIR /workspace diff --git a/pyproject.toml b/pyproject.toml index dc42461a..3327c1d9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -40,6 +40,17 @@ backend = [ "gql<4", "vllm==0.15.1 ; sys_platform == 'linux'", ] +megatron = [ + "torch>=2.8.0", + "apex", + "transformer-engine==2.11.0", + "transformer-engine-cu12==2.11.0", + "transformer-engine-torch==2.11.0", + "megatron-core==0.15.2", + "megatron-bridge==0.2.0rc6", + "nvidia-ml-py==13.580.82", + "ml-dtypes>=0.5.0 ; python_full_version < '3.13'", +] langgraph = [ "langchain-core>=0.3.51", @@ -111,7 +122,16 @@ required-version = ">=0.6.15" # Override numpy to <2.0 for compatibility with megatron-core in the training # environment. vLLM 0.15.1 pulls opencv-python-headless>=4.13 which wants # numpy>=2 on Python 3.9+, but megatron-core requires numpy<2. -override-dependencies = ["numpy<2"] +override-dependencies = ["transformer-engine>=2.11.0", "numpy<2"] +exclude-dependencies = ["pynvml"] +no-build-isolation-package = ["apex", "transformer-engine-torch", "nv-grouped-gemm"] + +[tool.uv.extra-build-dependencies] +apex = ["torch>=2.8.0"] +transformer-engine-torch = ["torch>=2.8.0"] + +[tool.uv.extra-build-variables] +apex = { APEX_CPP_EXT = "1", APEX_CUDA_EXT = "1", APEX_FAST_LAYER_NORM = "1", APEX_PARALLEL_BUILD = "1", NVCC_APPEND_FLAGS = "--threads 1" } [tool.ty.environment] python-version = "3.11" @@ -173,7 +193,7 @@ dev = [ "pytest>=8.4.1", "nbval>=0.11.0", "pytest-xdist>=3.8.0", - "ty>=0.0.14", + "ty==0.0.14", "pytest-asyncio>=1.1.0", "duckdb>=1.0.0", "pyarrow>=15.0.0", @@ -183,3 +203,4 @@ dev = [ [tool.uv.sources] panza = { git = "https://github.com/corbt/panza.git" } +apex = { git = "https://github.com/NVIDIA/apex.git", branch = "25.09" } diff --git a/scripts/ci/build_and_push_prek_image.sh b/scripts/ci/build_and_push_prek_image.sh deleted file mode 100755 index cd3308fb..00000000 --- a/scripts/ci/build_and_push_prek_image.sh +++ /dev/null @@ -1,201 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" -REPO_ROOT="$(cd "${SCRIPT_DIR}/../.." && pwd)" - -IMAGE_REPO="${IMAGE_REPO:-ghcr.io/openpipe/art-ci}" -BASE_IMAGE="${BASE_IMAGE:-pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel}" -PYTHON_MM="${PYTHON_MM:-3.11}" -BUILD_JOBS="${BUILD_JOBS:-auto}" -WORKFLOW_FILE="${WORKFLOW_FILE:-build-prek-cache-image.yml}" -WORKFLOW_SELECTOR="" -REF="" -WATCH=0 - -usage() { - cat <<'USAGE' -Usage: - bash scripts/ci/build_and_push_prek_image.sh [options] - -Description: - Dispatches the GitHub Actions workflow that builds and pushes the prebuilt - Prek cache image to GHCR. No local docker/podman setup is required. - -Options: - --image-repo Image repository (default: ghcr.io/openpipe/art-ci) - --base-image Base image used by the cache-prewarm Dockerfile - --python-mm Python major.minor used in CI (default: 3.11) - --build-jobs Parallel native-build jobs in image build (default: auto) - --ref Git ref for workflow_dispatch (default: current branch) - --workflow Workflow selector (name or path, default: build-prek-cache-image.yml) - --watch Watch the dispatched workflow run and return its status - -h, --help Show this help -USAGE -} - -while [[ $# -gt 0 ]]; do - case "$1" in - --image-repo) - IMAGE_REPO="$2" - shift 2 - ;; - --base-image) - BASE_IMAGE="$2" - shift 2 - ;; - --python-mm) - PYTHON_MM="$2" - shift 2 - ;; - --build-jobs) - BUILD_JOBS="$2" - shift 2 - ;; - --ref) - REF="$2" - shift 2 - ;; - --workflow) - WORKFLOW_FILE="$2" - shift 2 - ;; - --watch) - WATCH=1 - shift - ;; - -h|--help) - usage - exit 0 - ;; - *) - echo "Unknown argument: $1" >&2 - usage >&2 - exit 2 - ;; - esac -done - -WORKFLOW_SELECTOR="${WORKFLOW_FILE}" - -log() { - printf '[ci-image] %s\n' "$*" -} - -fail() { - printf '[ci-image] ERROR: %s\n' "$*" >&2 - exit 1 -} - -require_cmd() { - local cmd="$1" - command -v "${cmd}" >/dev/null 2>&1 || fail "Required command not found: ${cmd}" -} - -compute_fingerprint() { - python3 "${REPO_ROOT}/scripts/ci/compute_megatron_fingerprint.py" \ - --pyproject "${REPO_ROOT}/pyproject.toml" \ - --base-image "${BASE_IMAGE}" \ - --python-mm "${PYTHON_MM}" -} - -resolve_ref() { - if [[ -n "${REF}" ]]; then - printf '%s\n' "${REF}" - return - fi - - local branch - branch="$(git -C "${REPO_ROOT}" rev-parse --abbrev-ref HEAD 2>/dev/null || true)" - if [[ -z "${branch}" || "${branch}" == "HEAD" ]]; then - branch="$(git -C "${REPO_ROOT}" rev-parse HEAD 2>/dev/null || true)" - fi - [[ -n "${branch}" ]] || fail "Could not determine git ref. Pass --ref explicitly." - printf '%s\n' "${branch}" -} - -dispatch_once() { - local selector="$1" - local ref="$2" - local fingerprint="$3" - gh workflow run "${selector}" \ - --ref "${ref}" \ - -f image_repo="${IMAGE_REPO}" \ - -f base_image="${BASE_IMAGE}" \ - -f python_mm="${PYTHON_MM}" \ - -f build_jobs="${BUILD_JOBS}" \ - -f fingerprint="${fingerprint}" -} - -dispatch_workflow() { - local ref="$1" - local fingerprint="$2" - local output="" - local fallback_selector="" - - if [[ "${WORKFLOW_SELECTOR}" != *"/"* ]]; then - fallback_selector=".github/workflows/${WORKFLOW_SELECTOR}" - fi - - log "Dispatching workflow ${WORKFLOW_SELECTOR} on ref ${ref}." - if output="$(dispatch_once "${WORKFLOW_SELECTOR}" "${ref}" "${fingerprint}" 2>&1)"; then - printf '%s\n' "${output}" - return - fi - - if [[ -n "${fallback_selector}" && "${fallback_selector}" != "${WORKFLOW_SELECTOR}" ]]; then - log "Workflow selector ${WORKFLOW_SELECTOR} was not found; retrying ${fallback_selector}." - if output="$(dispatch_once "${fallback_selector}" "${ref}" "${fingerprint}" 2>&1)"; then - WORKFLOW_SELECTOR="${fallback_selector}" - printf '%s\n' "${output}" - return - fi - fi - - fail "Could not dispatch workflow '${WORKFLOW_FILE}'. Push the workflow file to GitHub first. If this is a new workflow, GitHub may require it on the default branch before workflow_dispatch. gh output: ${output}" -} - -watch_latest_run() { - local run_id - sleep 2 - run_id="$(gh run list --workflow "${WORKFLOW_SELECTOR}" --event workflow_dispatch --limit 1 --json databaseId --jq '.[0].databaseId' 2>/dev/null || true)" - [[ -n "${run_id}" && "${run_id}" != "null" ]] || fail "Could not find dispatched run. Check with: gh run list --workflow ${WORKFLOW_SELECTOR}" - - log "Watching workflow run ${run_id}." - gh run watch "${run_id}" --exit-status -} - -main() { - require_cmd gh - require_cmd git - require_cmd python3 - - gh auth status >/dev/null 2>&1 || fail "GitHub auth not configured. Run: gh auth login" - - local resolved_ref - resolved_ref="$(resolve_ref)" - - local fingerprint - fingerprint="$(compute_fingerprint)" - - local immutable_tag="${IMAGE_REPO}:prek-megatron-${fingerprint}" - local current_tag="${IMAGE_REPO}:prek-megatron-current" - - dispatch_workflow "${resolved_ref}" "${fingerprint}" - - cat < CI base image metadata for fingerprint computation + --python-mm Python major.minor used in CI (default: 3.11) + --build-jobs Parallel native-build jobs while prebuilding cache (default: auto) + --release-tag GitHub release tag used to store cache assets (default: prek-uv-cache) + --asset-prefix Asset prefix for cache archive names (default: prek-uv-cache) + --keep Number of immutable cache assets to retain (default: 4) + --part-size-mb Max size per uploaded cache part asset in MiB (default: 1900) + --archive-path Optional output path for the generated cache archive + --skip-build Skip cache build and upload an existing --archive-path file + --skip-prune Skip old-asset pruning + -h, --help Show this help +USAGE +} + +while [[ $# -gt 0 ]]; do + case "$1" in + --base-image) + BASE_IMAGE="$2" + shift 2 + ;; + --python-mm) + PYTHON_MM="$2" + shift 2 + ;; + --build-jobs) + BUILD_JOBS="$2" + shift 2 + ;; + --release-tag) + UV_CACHE_RELEASE_TAG="$2" + shift 2 + ;; + --asset-prefix) + UV_CACHE_ASSET_PREFIX="$2" + shift 2 + ;; + --keep) + KEEP_COUNT="$2" + shift 2 + ;; + --part-size-mb) + PART_SIZE_MB="$2" + shift 2 + ;; + --archive-path) + ARCHIVE_PATH="$2" + shift 2 + ;; + --skip-build) + SKIP_BUILD=1 + shift + ;; + --skip-prune) + SKIP_PRUNE=1 + shift + ;; + -h|--help) + usage + exit 0 + ;; + *) + echo "Unknown argument: $1" >&2 + usage >&2 + exit 2 + ;; + esac +done + +log() { + printf '[ci-cache] %s\n' "$*" +} + +fail() { + printf '[ci-cache] ERROR: %s\n' "$*" >&2 + exit 1 +} + +require_cmd() { + local cmd="$1" + command -v "${cmd}" >/dev/null 2>&1 || fail "Required command not found: ${cmd}" +} + +compute_fingerprint() { + python3 "${REPO_ROOT}/scripts/ci/compute_uv_fingerprint.py" \ + --pyproject "${REPO_ROOT}/pyproject.toml" \ + --uv-lock "${REPO_ROOT}/uv.lock" \ + --base-image "${BASE_IMAGE}" \ + --python-mm "${PYTHON_MM}" +} + +resolve_build_jobs() { + local requested="$1" + if [[ "${requested}" != "auto" ]]; then + if ! [[ "${requested}" =~ ^[1-9][0-9]*$ ]]; then + fail "build_jobs must be 'auto' or a positive integer." + fi + printf '%s\n' "${requested}" + return + fi + + local cpu_count + cpu_count="$(nproc 2>/dev/null || echo 1)" + local mem_kib + mem_kib="$(awk '/MemTotal/ {print $2}' /proc/meminfo 2>/dev/null || echo 0)" + local mem_gib="$((mem_kib / 1024 / 1024))" + local mem_limited_jobs=1 + if ((mem_gib > 0)); then + # Native CUDA extension builds are memory-intensive; keep ~3 GiB/job headroom. + mem_limited_jobs="$((mem_gib / 3))" + if ((mem_limited_jobs < 1)); then + mem_limited_jobs=1 + fi + fi + if ((mem_limited_jobs > cpu_count)); then + mem_limited_jobs="${cpu_count}" + fi + printf '%s\n' "${mem_limited_jobs}" +} + +resolve_repo_full_name() { + gh repo view --json nameWithOwner --jq '.nameWithOwner' +} + +ensure_release_exists() { + local repo="$1" + if gh release view "${UV_CACHE_RELEASE_TAG}" --repo "${repo}" >/dev/null 2>&1; then + return + fi + log "Creating release ${UV_CACHE_RELEASE_TAG} in ${repo}." + gh release create "${UV_CACHE_RELEASE_TAG}" \ + --repo "${repo}" \ + --title "Prek CI uv cache" \ + --notes "Managed cache assets for prek CI dependency bootstrap." +} + +build_cache_archive() { + local archive_path="$1" + local jobs="$2" + + TMP_DIR="$(mktemp -d)" + UV_CACHE_DIR="${TMP_DIR}/uv-cache" + mkdir -p "${UV_CACHE_DIR}" + + cp "${REPO_ROOT}/pyproject.toml" "${TMP_DIR}/pyproject.toml" + cp "${REPO_ROOT}/uv.lock" "${TMP_DIR}/uv.lock" + + pushd "${TMP_DIR}" >/dev/null + export UV_CACHE_DIR + export UV_LINK_MODE=copy + export UV_CONCURRENT_BUILDS="${jobs}" + export CMAKE_BUILD_PARALLEL_LEVEL="${jobs}" + export MAX_JOBS="${jobs}" + export NINJAFLAGS="-j${jobs}" + export TORCH_CUDA_ARCH_LIST=8.0 + + local cudnn_path="${TMP_DIR}/.venv/lib/python${PYTHON_MM}/site-packages/nvidia/cudnn" + export CUDNN_PATH="${cudnn_path}" + export CUDNN_HOME="${cudnn_path}" + export CUDNN_INCLUDE_PATH="${cudnn_path}/include" + export CUDNN_LIBRARY_PATH="${cudnn_path}/lib" + export CPLUS_INCLUDE_PATH="${CUDNN_INCLUDE_PATH}${CPLUS_INCLUDE_PATH:+:${CPLUS_INCLUDE_PATH}}" + export LIBRARY_PATH="${CUDNN_LIBRARY_PATH}${LIBRARY_PATH:+:${LIBRARY_PATH}}" + export LD_LIBRARY_PATH="${CUDNN_LIBRARY_PATH}${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}" + + log "Building full uv cache with ${jobs} parallel jobs." + uv sync --frozen --all-extras --group dev --no-install-project --python "${PYTHON_MM}" + rm -rf .venv + + log "Packing uv cache archive to ${archive_path}." + tar -C "${UV_CACHE_DIR}" -cf - . | zstd -6 -T0 -o "${archive_path}" + popd >/dev/null + + rm -rf "${TMP_DIR}" + TMP_DIR="" + UV_CACHE_DIR="" +} + +delete_assets_for_fingerprint() { + local repo="$1" + local fingerprint="$2" + local release_json + release_json="$(gh api "repos/${repo}/releases/tags/${UV_CACHE_RELEASE_TAG}")" + local delete_ids + delete_ids="$(RELEASE_JSON="${release_json}" PREFIX="${UV_CACHE_ASSET_PREFIX}" FINGERPRINT="${fingerprint}" python3 - <<'PY' +import json +import os +import re + +payload = json.loads(os.environ["RELEASE_JSON"]) +prefix = os.environ["PREFIX"] +fingerprint = os.environ["FINGERPRINT"] +pattern = re.compile( + rf"^{re.escape(prefix)}-{re.escape(fingerprint)}\.tar\.zst(?:\.part-\d{{3}})?$" +) + +for asset in payload.get("assets", []): + name = asset.get("name", "") + if pattern.match(name): + print(asset["id"]) +PY +)" + + if [[ -z "${delete_ids}" ]]; then + return + fi + + while IFS= read -r asset_id; do + [[ -n "${asset_id}" ]] || continue + log "Deleting stale cache asset id ${asset_id} for fingerprint ${fingerprint}." + gh api --method DELETE "repos/${repo}/releases/assets/${asset_id}" >/dev/null + done <<<"${delete_ids}" +} + +upload_cache_assets() { + local repo="$1" + local archive_path="$2" + local fingerprint="$3" + + [[ "${PART_SIZE_MB}" =~ ^[1-9][0-9]*$ ]] || fail "--part-size-mb must be a positive integer." + if ((PART_SIZE_MB > 1900)); then + fail "--part-size-mb must be <= 1900 to stay within GitHub release asset limits." + fi + + delete_assets_for_fingerprint "${repo}" "${fingerprint}" + + local parts_dir + parts_dir="$(mktemp -d)" + local split_prefix="${parts_dir}/${UV_CACHE_ASSET_PREFIX}-${fingerprint}.tar.zst.part-" + split --numeric-suffixes=0 --suffix-length=3 --bytes="${PART_SIZE_MB}m" "${archive_path}" "${split_prefix}" + + shopt -s nullglob + local part_count=0 + local chunk + for chunk in "${parts_dir}"/"${UV_CACHE_ASSET_PREFIX}-${fingerprint}.tar.zst.part-"*; do + local part_asset="${chunk##*/}" + log "Uploading cache part ${part_asset}." + gh release upload "${UV_CACHE_RELEASE_TAG}" \ + --repo "${repo}" \ + "${chunk}" \ + --clobber + part_count=$((part_count + 1)) + done + shopt -u nullglob + + if ((part_count == 0)); then + rm -rf "${parts_dir}" + fail "No cache parts produced from archive ${archive_path}." + fi + rm -rf "${parts_dir}" + printf '%s\n' "${part_count}" +} + +prune_old_assets() { + local repo="$1" + local keep_count="$2" + + [[ "${keep_count}" =~ ^[1-9][0-9]*$ ]] || fail "--keep must be a positive integer." + + local release_json + release_json="$(gh api "repos/${repo}/releases/tags/${UV_CACHE_RELEASE_TAG}")" + local delete_ids + delete_ids="$(RELEASE_JSON="${release_json}" PREFIX="${UV_CACHE_ASSET_PREFIX}" KEEP_COUNT="${keep_count}" python3 - <<'PY' +import json +import os +import re + +payload = json.loads(os.environ["RELEASE_JSON"]) +prefix = os.environ["PREFIX"] +keep_count = int(os.environ["KEEP_COUNT"]) + +assets = payload.get("assets", []) +by_fingerprint = {} +pattern_part = re.compile(rf"^{re.escape(prefix)}-([0-9a-f]+)\.tar\.zst\.part-\d{{3}}$") +pattern_single = re.compile(rf"^{re.escape(prefix)}-([0-9a-f]+)\.tar\.zst$") +for asset in assets: + name = asset.get("name", "") + match = pattern_part.match(name) or pattern_single.match(name) + if not match: + continue + fingerprint = match.group(1) + group = by_fingerprint.setdefault(fingerprint, {"latest": "", "ids": []}) + group["ids"].append(asset["id"]) + created_at = asset.get("created_at", "") + if created_at > group["latest"]: + group["latest"] = created_at + +fingerprints = sorted( + by_fingerprint.items(), + key=lambda item: item[1]["latest"], + reverse=True, +) +for _, group in fingerprints[keep_count:]: + for asset_id in group["ids"]: + print(asset_id) +PY +)" + + if [[ -z "${delete_ids}" ]]; then + log "No old cache assets to prune." + return + fi + + while IFS= read -r asset_id; do + [[ -n "${asset_id}" ]] || continue + log "Deleting old cache asset id ${asset_id}." + gh api --method DELETE "repos/${repo}/releases/assets/${asset_id}" >/dev/null + done <<<"${delete_ids}" +} + +main() { + require_cmd gh + require_cmd python3 + require_cmd uv + require_cmd tar + require_cmd zstd + require_cmd split + + gh auth status >/dev/null 2>&1 || fail "GitHub auth not configured. Run: gh auth login" + REPO_FULL_NAME="$(resolve_repo_full_name)" + [[ -n "${REPO_FULL_NAME}" ]] || fail "Could not resolve gh repo." + + local fingerprint + fingerprint="$(compute_fingerprint)" + local jobs + jobs="$(resolve_build_jobs "${BUILD_JOBS}")" + local part_asset_prefix="${UV_CACHE_ASSET_PREFIX}-${fingerprint}.tar.zst.part-" + local uploaded_part_count="" + + if [[ -z "${ARCHIVE_PATH}" ]]; then + ARCHIVE_PATH="/tmp/${UV_CACHE_ASSET_PREFIX}-${fingerprint}.tar.zst" + fi + + ensure_release_exists "${REPO_FULL_NAME}" + + if [[ "${SKIP_BUILD}" -eq 1 ]]; then + [[ -f "${ARCHIVE_PATH}" ]] || fail "Archive not found for --skip-build: ${ARCHIVE_PATH}" + log "Skipping build; using existing archive ${ARCHIVE_PATH}." + else + build_cache_archive "${ARCHIVE_PATH}" "${jobs}" + fi + + uploaded_part_count="$(upload_cache_assets "${REPO_FULL_NAME}" "${ARCHIVE_PATH}" "${fingerprint}" | tail -n 1)" + + if [[ "${SKIP_PRUNE}" -eq 0 ]]; then + prune_old_assets "${REPO_FULL_NAME}" "${KEEP_COUNT}" + else + log "Skipping asset pruning." + fi + + cat < Any: - if isinstance(value, dict): - return {k: _normalize(value[k]) for k in sorted(value)} - if isinstance(value, list): - normalized = [_normalize(item) for item in value] - if all(isinstance(item, str) for item in normalized): - return sorted(normalized) - return normalized - return value - - -def _select_megatron_payload(pyproject_data: dict[str, Any]) -> dict[str, Any]: - project = pyproject_data.get("project", {}) - tool = pyproject_data.get("tool", {}) - uv = tool.get("uv", {}) - - optional_dependencies = project.get("optional-dependencies", {}) - megatron_dependencies = optional_dependencies.get("megatron", []) - - uv_sources = uv.get("sources", {}) - uv_overrides = uv.get("override-dependencies", []) - uv_no_build_isolation = uv.get("no-build-isolation-package", []) - uv_extra_build_dependencies = uv.get("extra-build-dependencies", {}) - uv_extra_build_variables = uv.get("extra-build-variables", {}) - - relevant_override_prefixes = ( - "apex", - "megatron", - "ml-dtypes", - "nv-grouped-gemm", - "numpy", - "transformer-engine", - ) - relevant_overrides = [ - dep - for dep in uv_overrides - if dep.split()[0].startswith(relevant_override_prefixes) - ] - - relevant_extra_build_dependency_keys = [ - key - for key in ("apex", "transformer-engine-torch", "nv-grouped-gemm") - if key in uv_extra_build_dependencies - ] - relevant_extra_build_variable_keys = [ - key - for key in ("apex", "transformer-engine-torch", "nv-grouped-gemm") - if key in uv_extra_build_variables - ] - - payload = { - "requires_python": project.get("requires-python"), - "megatron_dependencies": megatron_dependencies, - "uv": { - "sources": {"apex": uv_sources.get("apex")}, - "override_dependencies": relevant_overrides, - "no_build_isolation_package": uv_no_build_isolation, - "extra_build_dependencies": { - key: uv_extra_build_dependencies[key] - for key in relevant_extra_build_dependency_keys - }, - "extra_build_variables": { - key: uv_extra_build_variables[key] - for key in relevant_extra_build_variable_keys - }, - }, - } - - return _normalize(payload) - - -def _build_parser() -> argparse.ArgumentParser: - parser = argparse.ArgumentParser( - description=( - "Compute Megatron dependency fingerprint used by prebuilt CI image gating." - ) - ) - parser.add_argument( - "--pyproject", - type=Path, - default=Path("pyproject.toml"), - help="Path to pyproject.toml", - ) - parser.add_argument( - "--base-image", - default="pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel", - help="Base image reference used for the prebuilt CI image", - ) - parser.add_argument( - "--python-mm", - default="3.11", - help="Python major.minor string used in CI (for example: 3.11)", - ) - parser.add_argument( - "--length", - type=int, - default=16, - help="Fingerprint length (hex chars)", - ) - return parser - - -def main() -> int: - parser = _build_parser() - args = parser.parse_args() - - if not args.pyproject.exists(): - raise SystemExit(f"pyproject file not found: {args.pyproject}") - - pyproject_data = tomllib.loads(args.pyproject.read_text(encoding="utf-8")) - payload = _select_megatron_payload(pyproject_data) - payload["ci_context"] = { - "base_image": args.base_image, - "python_mm": args.python_mm, - } - canonical = json.dumps(payload, separators=(",", ":"), sort_keys=True) - digest = hashlib.sha256(canonical.encode("utf-8")).hexdigest() - print(digest[: args.length]) - return 0 - - -if __name__ == "__main__": - raise SystemExit(main()) diff --git a/scripts/ci/compute_uv_fingerprint.py b/scripts/ci/compute_uv_fingerprint.py new file mode 100755 index 00000000..89fb3c59 --- /dev/null +++ b/scripts/ci/compute_uv_fingerprint.py @@ -0,0 +1,92 @@ +#!/usr/bin/env python3 +"""Compute a stable fingerprint for the prek CI uv-cache contract.""" + +from __future__ import annotations + +import argparse +import hashlib +import json +from pathlib import Path +from typing import Any + + +def _sha256_file(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def _build_parser() -> argparse.ArgumentParser: + parser = argparse.ArgumentParser( + description=( + "Compute full prek CI dependency fingerprint used by uv-cache gating." + ) + ) + parser.add_argument( + "--pyproject", + type=Path, + default=Path("pyproject.toml"), + help="Path to pyproject.toml", + ) + parser.add_argument( + "--uv-lock", + type=Path, + default=Path("uv.lock"), + help="Path to uv.lock", + ) + parser.add_argument( + "--base-image", + default="pytorch/pytorch:2.9.0-cuda12.8-cudnn9-devel", + help="Base image reference used for CI runtime/build cache compatibility", + ) + parser.add_argument( + "--python-mm", + default="3.11", + help="Python major.minor string used in CI (for example: 3.11)", + ) + parser.add_argument( + "--length", + type=int, + default=16, + help="Fingerprint length (hex chars)", + ) + return parser + + +def main() -> int: + parser = _build_parser() + args = parser.parse_args() + + if not args.pyproject.exists(): + raise SystemExit(f"pyproject file not found: {args.pyproject}") + if not args.uv_lock.exists(): + raise SystemExit(f"uv lock file not found: {args.uv_lock}") + + payload: dict[str, Any] = { + "inputs": { + "pyproject_sha256": _sha256_file(args.pyproject), + "uv_lock_sha256": _sha256_file(args.uv_lock), + }, + "ci_context": { + "fingerprint_schema_version": 3, + "cache_kind": "full_uv_cache", + "cache_scope": "prek_all_extras_group_dev", + "cache_target": "uv_cache", + "cache_python_platform": "linux_x86_64", + "cache_package_manager": "uv", + "cache_link_mode": "copy", + "cache_asset_layout": "release_chunked_parts_v1", + }, + } + payload["ci_context"].update( + { + "base_image": args.base_image, + "python_mm": args.python_mm, + } + ) + canonical = json.dumps(payload, separators=(",", ":"), sort_keys=True) + digest = hashlib.sha256(canonical.encode("utf-8")).hexdigest() + print(digest[: args.length]) + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/src/art/megatron/setup.sh b/src/art/megatron/setup.sh index bc229a98..8e3df7e1 100644 --- a/src/art/megatron/setup.sh +++ b/src/art/megatron/setup.sh @@ -1,33 +1,15 @@ #!/usr/bin/env bash set -euo pipefail -export CUDA_HOME="/usr/local/cuda-12.8" -export TORCH_CUDA_ARCH_LIST="9.0" +export CUDA_HOME="${CUDA_HOME:-/usr/local/cuda-12.8}" +export TORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST:-9.0}" # install missing cudnn headers & ninja build tools apt-get update apt-get install -y libcudnn9-headers-cuda-12 ninja-build -# install apex -if [ -d /root/apex ]; then - echo "apex directory already exists, skipping clone" -else - git clone --depth 1 --branch 25.09 https://github.com/NVIDIA/apex.git /root/apex -fi -NVCC_APPEND_FLAGS="--threads 4" APEX_PARALLEL_BUILD=16 APEX_CPP_EXT=1 APEX_CUDA_EXT=1 APEX_FAST_LAYER_NORM=1 uv pip install --no-build-isolation /root/apex -# install flash attention -# git clone https://github.com/Dao-AILab/flash-attention.git /root/flash-attention -# (cd /root/flash-attention && git checkout 27f501d) -# uv run /root/flash-attention/hopper/setup.py install -# install transformer engine and megatron -# Build transformer-engine-torch from source with --no-build-isolation to use venv's torch headers -# (prevents ABI mismatch with system PyTorch in the container) -echo "transformer-engine>=2.11.0" > /tmp/te-override.txt -uv pip install --no-build-isolation --override /tmp/te-override.txt \ - transformer-engine==2.11.0 \ - transformer-engine-cu12==2.11.0 \ - transformer-engine-torch==2.11.0 \ - megatron-core==0.15.2 \ - megatron-bridge==0.2.0rc6 -rm /tmp/te-override.txt -# silence pynvml warnings -uv pip uninstall pynvml -uv pip install nvidia-ml-py==13.580.82 + +# Python dependencies are declared in pyproject.toml extras. +# Keep backend + megatron together so setup does not prune runtime deps (e.g. vllm). +script_dir="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")" && pwd)" +repo_root="$(cd -- "${script_dir}/../../.." && pwd)" +cd "${repo_root}" +uv sync --extra backend --extra megatron --frozen --active diff --git a/src/art/megatron/train.py b/src/art/megatron/train.py index f1083f37..433fd7f8 100644 --- a/src/art/megatron/train.py +++ b/src/art/megatron/train.py @@ -6,6 +6,7 @@ os.environ["TORCH_CUDA_ARCH_LIST"] = "9.0" # isort: on +import gc import json import shutil import time @@ -333,6 +334,11 @@ def calculate_mask( os.makedirs(job.optimizer_state_path, exist_ok=True) torch.save(optimizer.state_dict(), optimizer_shard_path) offload_to_cpu(model, optimizer, rank, offload_state) + # Release mmap-backed packed tensor references on all ranks before rank0 cleanup. + del packed_tensors + if "inputs" in locals(): + del inputs + gc.collect() # Ensure all ranks have finished saving before signaling completion torch.distributed.barrier() if rank == 0: diff --git a/uv.lock b/uv.lock index d8578ff0..fb12387f 100644 --- a/uv.lock +++ b/uv.lock @@ -5,15 +5,27 @@ resolution-markers = [ "python_full_version >= '3.14' and sys_platform == 'linux'", "python_full_version == '3.13.*' and sys_platform == 'linux'", "python_full_version == '3.12.*' and sys_platform == 'linux'", + "python_full_version >= '3.14' and sys_platform == 'win32'", + "python_full_version == '3.13.*' and sys_platform == 'win32'", + "python_full_version == '3.12.*' and sys_platform == 'win32'", + "python_full_version >= '3.14' and sys_platform == 'emscripten'", + "python_full_version == '3.13.*' and sys_platform == 'emscripten'", + "python_full_version == '3.12.*' and sys_platform == 'emscripten'", + "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'", + "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'", + "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'linux' and sys_platform != 'win32'", 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