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docker_build.py
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docker_build.py
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#!/usr/bin/env python3
#
# This is a copy of docker_build.py from wandb/core
import os
import subprocess
import argparse
import sys
from typing import Dict, List, Optional
def exec_read(cmd: str) -> str:
try:
proc = subprocess.run(cmd, shell=True, check=True, capture_output=True)
except subprocess.CalledProcessError as e:
print(e.stdout)
print(e.stderr)
raise e
return proc.stdout.decode("utf-8").rstrip()
def exec_stream(cmd: str):
return subprocess.run(
cmd.replace("\n", "").replace("\\", ""), shell=True, check=True
)
def print_green(msg):
print("\033[92m\033[1m{}\033[00m\n".format(msg))
DIRTY = "-dirty" if exec_read("git status -s") != "" else ""
GIT_SHA = exec_read("git describe --match= --always --abbrev=40")
GIT_SHA_DIRTY = GIT_SHA + DIRTY # will be $GIT_SHA if repository is not dirty
GIT_BRANCH = exec_read("git rev-parse --abbrev-ref HEAD").replace("/", "-")
GIT_BRANCH_DIRTY = GIT_BRANCH + DIRTY # will be $GIT_BRANCH if repository is not dirty
GIT_PARENT_SHA = exec_read("git describe --match= --always --abbrev=40 HEAD^")
REGISTRY = os.getenv("REGISTRY", "gcr.io/wandb-production")
NO_CACHE = bool(os.getenv("NO_CACHE", False))
CI = bool(os.getenv("CI", False))
BUILD_DATE = exec_read("date +%Y-%m-%d")
# Target Tags:
#
# WIP commits will get :SHA-dirty and :branch-dirty, whereas builds from clean
# commits will get :SHA and :branch
WRITE_TAGS = [GIT_SHA_DIRTY, GIT_BRANCH_DIRTY]
def check_exists(qualified_image: str):
print_green(f"Checking that {qualified_image} exists...")
exists_command = f"docker buildx imagetools inspect {qualified_image}"
if not CI:
# in a local build, the image won't exist in the registry,
# so we only check if it exists locally
exists_command = f"docker image inspect -f 'image exists' {qualified_image}"
print(exists_command)
exec_stream(exists_command)
def qualified_image_name(image: str, tag: str) -> str:
return f"{REGISTRY}/{image}:{tag}"
def _build_common(
image: str, context_path: str, dockerfile: str, platform: str = "linux/amd64"
) -> str:
command = f"docker buildx build {context_path}"
command += f" \ \n --file={dockerfile}"
command += f" \ \n --platform={platform}"
# This line tells BuildKit to include metadata so that all layers of the
# result image can be used as a cache source when pulled from the registry.
# Note that this DOES NOT HAPPEN BY DEFAULT: without this flag, the
# intermediate layers become part of your LOCAL cache, but can't be used
# as cache from the registry.
command += " \ \n --cache-to=type=inline"
# these options manipulate the output type -- refer to
# https://docs.docker.com/engine/reference/commandline/buildx_build/#options
# and https://docs.docker.com/engine/reference/commandline/buildx_build/#output for
# details
if CI:
# Everyone can read from the registry, but only authorized users can push.
print_green(
f'Image will be pushed to {REGISTRY}. Set CI="" to load into the local docker daemon.'
)
command += " \ \n --push"
else:
# if we're not pushing, we'll assume we want to load the image into the running
# docker agent (there's really no point to building if you don't do at least one of these two
# things, since the resultant image would just remain in cache, unusable)
print_green(
f"Image will be loaded into the local docker daemon. Set CI=1 to push to {REGISTRY}"
)
command += " \ \n --load"
return command
CACHE_FROM_TAGS = [
"latest-deps",
GIT_SHA_DIRTY,
GIT_SHA,
GIT_PARENT_SHA,
GIT_BRANCH,
"master",
]
def build(
image: str,
context_path: str,
dockerfile: str,
cache_from_image: Optional[str] = None,
extra_write_tags: List[str] = [],
build_args: Dict[str, str] = {},
build_contexts: Dict[str, str] = {},
target: Optional[str] = None,
platform: str = "linux/amd64",
):
"""
Builds an image, using previous builds as cache.
Recent builds of `cache_from_image` will be searched for matching cache layers.
In most cases, `cache_from_image` will be the same as `image`, but for
complex multi-stage builds, it's sometimes useful to use an earlier stage
as the cache source instead.
Args:
image: The name of the image to build.
context_path: The path to the directory to use as the build context.
dockerfile: The path to the Dockerfile.
cache_from_image: The name of the image to use as the cache source.
extra_write_tags: A list of additional tags to apply to the image (in additiion
to the standard SHA and branch name tags).
"""
cache_from_image = cache_from_image if cache_from_image else image
# Cache Sources:
#
# The goal here is to make sure that every build uses a cache from the
# closest possible successfully-built commit. So:
#
# - all builds will try to reference the latest cacheless build (to ensure deps
# are up to date)
# - a rebuild on the same commit will reuse the original build
# - a build on a WIP commit will start from the clean commit it started from
# - a build on a newly-committed commit will start from its parent, IF its
# parent built successfully
# - a build on a newly-committed commit will start from the most-recent
# successful build on its branch
# - if all else fails, a build will start from the latest successful master build
print_green(f"Building {image} at commit {GIT_SHA_DIRTY}...")
command = _build_common(image, context_path, dockerfile, platform)
if target:
command += f" \ \n --target={target}"
for arg, value in build_args.items():
command += f" \ \n --build-arg {arg}={value}"
for name, context in build_contexts.items():
command += f" \ \n --build-context {name}={context}"
if NO_CACHE:
command += "\ \n --no-cache"
else:
for tag in CACHE_FROM_TAGS:
full_name = qualified_image_name(cache_from_image, tag)
command += f" \ \n --cache-from={full_name}"
for tag in WRITE_TAGS + extra_write_tags:
full_name = qualified_image_name(image, tag)
command += f" \ \n --tag={full_name}"
if not CI:
# development tooling sometimes looks for service:latest, so we should
# make sure that we tag newly-built images that way when building for
# local development
print_green("Because CI==False, image will also be tagged `latest`")
full_name = qualified_image_name(image, "latest")
command += f" \ \n --tag={full_name}"
print(command)
print("")
exec_stream(command)
def build_cmd(args: argparse.Namespace):
image = args.image
context_path = args.context_path
dockerfile = args.dockerfile if args.dockerfile else f"{context_path}/Dockerfile"
build(image, context_path, dockerfile)
def build_deps_cmd(args: argparse.Namespace):
image = args.image
target = args.target
context_path = args.context_path
dockerfile = args.dockerfile if args.dockerfile else f"{context_path}/Dockerfile"
build_deps(image, target, context_path, dockerfile)
# The intention is that this should run on a regular cadence from master,
# ensuring that all built images start with fairly recent deps.
def build_deps(
image: str, target: str, context_path: str = ".", dockerfile: Optional[str] = None
):
dockerfile = dockerfile if dockerfile else f"{context_path}/Dockerfile"
print_green(f"Building deps for {image} at commit {GIT_SHA_DIRTY}...")
print_green(
f"Image will build to target {target} without cache, and push to tag latest-deps"
)
command = _build_common(image, context_path, dockerfile)
command += f" \ \n --target={target}"
latest_deps_full_name = qualified_image_name(image, "latest-deps")
command += f" \ \n --tag={latest_deps_full_name}"
for tag in WRITE_TAGS:
full_name = qualified_image_name(image, tag)
command += f" \ \n --tag={full_name}"
print(command)
print("")
exec_stream(command)
def manifest_cmd(args: argparse.Namespace):
manifest(args.manifest_list_name, args.manifest_names)
def manifest(manifest_list_name: str, manifest_names: List[str]):
manifest_names_str = " ".join(manifest_names)
print_green(
f"Manifest will be generated joining {manifest_names_str} into "
+ f"target {manifest_list_name}"
)
# a "manifest list" is a single name that points to multiple image
# manifests for multi-platform support (e.g. manifest list myimage
# might point to myimage-arm64 and myimage-amd64). When you
# `docker run myimage`, Docker will automatically select the image
# matching the host architecture, if it's available.
# manifest lists have to be explicitly created and pushed for each
# individual tag, so we'll iterate over all of our WRITE_TAGS and
# generate a manifest list for each one, joining the corresponding
# tags from each of `manifests` to the same tag under `manifest_list`
for write_tag in WRITE_TAGS:
print_green(f"Creating manifest for tag {write_tag}")
manifest_list_full_name = qualified_image_name(manifest_list_name, write_tag)
create_command = "docker manifest create " + f"{manifest_list_full_name}"
for manifest_name in manifest_names:
manifest_full_name = qualified_image_name(manifest_name, write_tag)
create_command += f" \ \n {manifest_full_name}"
push_command = "docker manifest push " + f"{manifest_list_full_name}"
print(create_command)
print(push_command)
print("")
exec_stream(create_command)
exec_stream(push_command)
if __name__ == "__main__":
parser = argparse.ArgumentParser(
description="wandb utilities for interacting with docker images"
)
subparsers = parser.add_subparsers(title="commands")
build_parser = subparsers.add_parser(
"build", help="builds an image using builds from the registry as cache"
)
build_parser.add_argument("image", type=str)
build_parser.add_argument("context_path", type=str, nargs="?", default=".")
build_parser.add_argument("dockerfile", type=str, nargs="?", default=None)
build_parser.set_defaults(func=build_cmd)
deps_parser = subparsers.add_parser(
"build_deps",
help="builds a partial image, without cache, for other builds to "
+ "use as a dependency cache",
)
deps_parser.add_argument("image", type=str)
deps_parser.add_argument("target", type=str)
deps_parser.add_argument("context_path", type=str, nargs="?", default=".")
deps_parser.add_argument("dockerfile", type=str, nargs="?", default=None)
deps_parser.set_defaults(func=build_deps_cmd)
manifest_parser = subparsers.add_parser(
"manifest", help="joins multiple images under one name"
)
manifest_parser.add_argument(
"manifest_list_name",
type=str,
help="target name for the joined image (e.g. 'myimage')",
)
manifest_parser.add_argument(
"manifest_names",
type=str,
nargs="+",
help="names of the images to join (e.g. 'myimage-amd64' 'myimage-arm64)",
)
manifest_parser.set_defaults(func=manifest)
if len(sys.argv) == 1:
parser.print_help(sys.stderr)
sys.exit(1)
args = parser.parse_args()
args.func(args)