ray/ci/travis/build-docker-images.py

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import datetime
import functools
import glob
import os
import re
import runpy
import shutil
import sys
from contextlib import redirect_stdout
from io import StringIO
from typing import List, Tuple
import docker
print = functools.partial(print, file=sys.stderr, flush=True)
DOCKER_USERNAME = "raytravisbot"
DOCKER_CLIENT = None
PYTHON_WHL_VERSION = "cp37m"
DOCKER_HUB_DESCRIPTION = {
"base-deps": ("Internal Image, refer to "
"https://hub.docker.com/r/rayproject/ray"),
"ray-deps": ("Internal Image, refer to "
"https://hub.docker.com/r/rayproject/ray"),
"ray": "Official Docker Images for Ray, the distributed computing API.",
"ray-ml": "Developer ready Docker Image for Ray.",
"autoscaler": (
"Deprecated image, please use: "
"https://hub.docker.com/repository/docker/rayproject/ray-ml")
}
def _merge_build():
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return os.environ.get("TRAVIS_PULL_REQUEST").lower() == "false"
def _release_build():
branch = os.environ.get("TRAVIS_BRANCH")
if not branch:
print("Branch not found!")
print(os.environ)
print("Environment is above ^^")
return False
return branch != "master" and "releases" in branch
def _get_curr_dir():
return os.path.dirname(os.path.realpath(__file__))
def _get_root_dir():
return os.path.join(_get_curr_dir(), "../../")
def _get_wheel_name():
matches = glob.glob(
f"{_get_root_dir()}/.whl/*{PYTHON_WHL_VERSION}-manylinux*")
assert len(matches) == 1, (
f"Found ({len(matches)}) matches "
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f"'*{PYTHON_WHL_VERSION}-manylinux*' instead of 1")
return os.path.basename(matches[0])
def _docker_affected():
result = StringIO()
with redirect_stdout(result):
runpy.run_path(
f"{_get_curr_dir()}/determine_tests_to_run.py",
run_name="__main__")
variable_definitions = result.getvalue().split()
env_var_dict = {
x.split("=")[0]: x.split("=")[1]
for x in variable_definitions
}
affected = env_var_dict["RAY_CI_DOCKER_AFFECTED"] == "1" or \
env_var_dict["RAY_CI_PYTHON_DEPENDENCIES_AFFECTED"] == "1"
print(f"Docker affected: {affected}")
return affected
def _build_cpu_gpu_images(image_name) -> List[str]:
built_images = []
for gpu in ["-cpu", "-gpu"]:
build_args = {}
if image_name == "base-deps":
build_args["BASE_IMAGE"] = (
"nvidia/cuda:10.1-cudnn8-runtime-ubuntu18.04"
if gpu == "-gpu" else "ubuntu:focal")
else:
build_args["GPU"] = gpu
if "ray" in image_name:
build_args["WHEEL_PATH"] = f".whl/{_get_wheel_name()}"
tagged_name = f"rayproject/{image_name}:nightly{gpu}"
for i in range(2):
output = DOCKER_CLIENT.api.build(
path=os.path.join(_get_root_dir(), "docker", image_name),
tag=tagged_name,
nocache=True,
buildargs=build_args)
full_output = ""
try:
start = datetime.datetime.now()
current_iter = start
for line in output:
# print(line)
if datetime.datetime.now(
) - current_iter >= datetime.timedelta(minutes=5):
current_iter = datetime.datetime.now()
elapsed = datetime.datetime.now() - start
print(f"Still building {tagged_name} after "
f"{elapsed.seconds} seconds")
full_output += line.decode("utf-8")
except Exception as e:
print(f"FAILURE with error {e}")
if len(DOCKER_CLIENT.api.images(tagged_name)) == 0:
print(f"ERROR building: {tagged_name} & error below:")
print(full_output)
if (i == 1):
raise Exception("FAILED TO BUILD IMAGE")
print("TRYING AGAIN")
else:
break
print("BUILT: ", tagged_name)
built_images.append(tagged_name)
return built_images
def copy_wheels():
root_dir = _get_root_dir()
wheel = _get_wheel_name()
source = os.path.join(root_dir, ".whl", wheel)
ray_dst = os.path.join(root_dir, "docker/ray/.whl/")
ray_dep_dst = os.path.join(root_dir, "docker/ray-deps/.whl/")
os.makedirs(ray_dst, exist_ok=True)
shutil.copy(source, ray_dst)
os.makedirs(ray_dep_dst, exist_ok=True)
shutil.copy(source, ray_dep_dst)
def build_or_pull_base_images(is_docker_affected: bool) -> List[str]:
"""Returns images to tag and build"""
_ = DOCKER_CLIENT.api.pull(
repository="rayproject/base-deps", tag="nightly")
age = DOCKER_CLIENT.api.inspect_image("rayproject/base-deps:nightly")[
"Created"]
short_date = datetime.datetime.strptime(age.split("T")[0], "%Y-%m-%d")
is_stale = (
datetime.datetime.now() - short_date) > datetime.timedelta(days=14)
if is_stale or is_docker_affected or _release_build():
for image in ["base-deps", "ray-deps"]:
_build_cpu_gpu_images(image)
return True
else:
print("Just pulling images!")
_ = DOCKER_CLIENT.api.pull(
repository="rayproject/base-deps", tag="nightly-cpu")
_ = DOCKER_CLIENT.api.pull(
repository="rayproject/base-deps", tag="nightly-gpu")
_ = DOCKER_CLIENT.api.pull(
repository="rayproject/ray-deps", tag="nightly-gpu")
_ = DOCKER_CLIENT.api.pull(
repository="rayproject/ray-deps", tag="nightly-cpu")
return False
def build_ray():
return _build_cpu_gpu_images("ray")
def build_ray_ml():
root_dir = _get_root_dir()
requirement_files = glob.glob(
f"{_get_root_dir()}/python/requirements*.txt")
for fl in requirement_files:
shutil.copy(fl, os.path.join(root_dir, "docker/ray-ml/"))
ray_ml_images = _build_cpu_gpu_images("ray-ml")
for img in ray_ml_images:
tag = img.split(":")[-1]
DOCKER_CLIENT.api.tag(
image=img, repository="rayproject/autoscaler", tag=tag)
def _get_docker_creds() -> Tuple[str, str]:
docker_password = os.environ.get("DOCKER_PASSWORD")
assert docker_password, "DOCKER_PASSWORD not set."
return DOCKER_USERNAME, docker_password
# For non-release builds, push "nightly" & "sha"
# For release builds, push "nightly" & "latest" & "x.x.x"
def push_and_tag_images(push_base_images: bool):
if _merge_build():
username, password = _get_docker_creds()
DOCKER_CLIENT.api.login(username=username, password=password)
def docker_push(image, tag):
if _merge_build():
print(f"PUSHING: {image}:{tag}, result:")
# This docker API is janky. Without "stream=True" it returns a
# massive string filled with every progress bar update, which can
# cause CI to back up.
#
# With stream=True, it's a line-at-a-time generator of the same
# info. So we can slow it down by printing every couple hundred
# lines
i = 0
for progress_line in DOCKER_CLIENT.api.push(
image, tag=tag, stream=True):
if i % 100 == 0:
print(progress_line)
else:
print(
"This is a PR Build! On a merge build, we would normally push "
f"to: {image}:{tag}")
def get_new_tag(old_tag, new_tag):
return old_tag.replace("nightly", new_tag)
date_tag = datetime.datetime.now().strftime("%Y-%m-%d")
sha_tag = os.environ.get("TRAVIS_COMMIT")[:6]
if _release_build():
release_name = re.search("[0-9]\.[0-9]\.[0-9]",
os.environ.get("TRAVIS_BRANCH"))
date_tag = release_name
sha_tag = release_name
image_list = ["ray", "ray-ml", "autoscaler"]
if push_base_images:
image_list.extend(["base-deps", "ray-deps"])
for image in image_list:
full_image = f"rayproject/{image}"
# Generate <IMAGE_NAME>:nightly from nightly-cpu
DOCKER_CLIENT.api.tag(
image=f"{full_image}:nightly-cpu",
repository=full_image,
tag="nightly")
for arch_tag in ["-cpu", "-gpu", ""]:
full_arch_tag = f"nightly{arch_tag}"
# Do not tag release builds because they are no longer up to date
# after the branch cut.
if not _release_build():
# Tag and push rayproject/<image>:nightly<arch_tag>
docker_push(full_image, full_arch_tag)
# Ex: specific_tag == "1.0.1" or "<sha>" or "<date>"
specific_tag = get_new_tag(
full_arch_tag, date_tag if "-deps" in image else sha_tag)
# Tag and push rayproject/<image>:<sha/date><arch_tag>
DOCKER_CLIENT.api.tag(
image=f"{full_image}:{full_arch_tag}",
repository=full_image,
tag=specific_tag)
docker_push(full_image, specific_tag)
# Push infra here:
# https://github.com/christian-korneck/docker-pushrm/blob/master/README-containers.md#push-a-readme-file-to-dockerhub # noqa
def push_readmes():
if not _merge_build():
print("Not pushing README because this is a PR build.")
return
username, password = _get_docker_creds()
for image, tag_line in DOCKER_HUB_DESCRIPTION.items():
environment = {
"DOCKER_USER": username,
"DOCKER_PASS": password,
"PUSHRM_FILE": f"/myvol/docker/{image}/README.md",
"PUSHRM_DEBUG": 1,
"PUSHRM_SHORT": tag_line
}
cmd_string = (f"rayproject/{image}")
print(
DOCKER_CLIENT.containers.run(
"chko/docker-pushrm:1",
command=cmd_string,
volumes={
os.path.abspath(_get_root_dir()): {
"bind": "/myvol",
"mode": "rw",
}
},
environment=environment,
remove=True,
detach=False,
stderr=True,
stdout=True,
tty=False))
# Build base-deps/ray-deps only on file change, 2 weeks, per release
# Build ray, ray-ml, autoscaler every time
if __name__ == "__main__":
print("RUNNING WITH: ", sys.version)
if os.environ.get("TRAVIS") == "true":
is_docker_affected = _docker_affected()
if _merge_build() or is_docker_affected:
DOCKER_CLIENT = docker.from_env()
copy_wheels()
freshly_built = build_or_pull_base_images(is_docker_affected)
build_ray()
build_ray_ml()
push_and_tag_images(freshly_built)
push_readmes()