Files
OpenHands/opendevin/runtime/utils/runtime_build.py
Xingyao Wang bdf6df12c3 fix: pip not available in runtime (#3306)
* try to fix pip unavailable

* update test case for pip

* force rebuild in CI

* remove extra symlink

* fix newline

* added semi-colon to line 31

* Dockerfile.j2: activate env at the end

* Revert "Dockerfile.j2: activate env at the end"

This reverts commit cf2f565102.

* cleanup Dockerfile

* switch default python image

* remove image agnostic (no longer used)

* fix tests

* switch to nikolaik/python-nodejs:python3.11-nodejs22

* fix test

* fix test

* revert docker

* update template

---------

Co-authored-by: tobitege <tobitege@gmx.de>
Co-authored-by: Graham Neubig <neubig@gmail.com>
2024-08-09 15:04:43 -04:00

416 lines
16 KiB
Python

import argparse
import os
import shutil
import subprocess
import tempfile
import docker
import toml
from dirhash import dirhash
from jinja2 import Environment, FileSystemLoader
import opendevin
from opendevin.core.logger import opendevin_logger as logger
RUNTIME_IMAGE_REPO = os.getenv(
'OD_RUNTIME_RUNTIME_IMAGE_REPO', 'ghcr.io/opendevin/od_runtime'
)
def _get_package_version():
"""Read the version from pyproject.toml as the other one may be outdated."""
project_root = os.path.dirname(os.path.dirname(os.path.abspath(opendevin.__file__)))
pyproject_path = os.path.join(project_root, 'pyproject.toml')
with open(pyproject_path, 'r') as f:
pyproject_data = toml.load(f)
return pyproject_data['tool']['poetry']['version']
def _create_project_source_dist():
"""Create a source distribution of the project. Return the path to the tarball."""
# Copy the project directory to the container
# get the location of "opendevin" package
project_root = os.path.dirname(os.path.dirname(os.path.abspath(opendevin.__file__)))
logger.info(f'Using project root: {project_root}')
# run "python -m build -s" on project_root
result = subprocess.run(['python', '-m', 'build', '-s', project_root])
if result.returncode != 0:
logger.error(f'Build failed: {result}')
raise Exception(f'Build failed: {result}')
# Fetch the correct version from pyproject.toml
package_version = _get_package_version()
tarball_path = os.path.join(
project_root, 'dist', f'opendevin-{package_version}.tar.gz'
)
if not os.path.exists(tarball_path):
logger.error(f'Source distribution not found at {tarball_path}')
raise Exception(f'Source distribution not found at {tarball_path}')
logger.info(f'Source distribution created at {tarball_path}')
return tarball_path
def _put_source_code_to_dir(temp_dir: str):
"""Put the source code of OpenDevin to the temp_dir/code."""
tarball_path = _create_project_source_dist()
filename = os.path.basename(tarball_path)
filename = filename.removesuffix('.tar.gz')
# move the tarball to temp_dir
_res = shutil.copy(tarball_path, os.path.join(temp_dir, 'project.tar.gz'))
if _res:
os.remove(tarball_path)
logger.info(
f'Source distribution moved to {os.path.join(temp_dir, "project.tar.gz")}'
)
# unzip the tarball
shutil.unpack_archive(os.path.join(temp_dir, 'project.tar.gz'), temp_dir)
# remove the tarball
os.remove(os.path.join(temp_dir, 'project.tar.gz'))
# rename the directory to the 'code'
os.rename(os.path.join(temp_dir, filename), os.path.join(temp_dir, 'code'))
logger.info(f'Unpacked source code directory: {os.path.join(temp_dir, "code")}')
def _generate_dockerfile(
base_image: str,
skip_init: bool = False,
extra_deps: str | None = None,
) -> str:
"""Generate the Dockerfile content for the eventstream runtime image based on user-provided base image."""
env = Environment(
loader=FileSystemLoader(
searchpath=os.path.join(os.path.dirname(__file__), 'runtime_templates')
)
)
template = env.get_template('Dockerfile.j2')
dockerfile_content = template.render(
base_image=base_image,
skip_init=skip_init,
extra_deps=extra_deps if extra_deps is not None else '',
)
return dockerfile_content
def prep_docker_build_folder(
dir_path: str,
base_image: str,
skip_init: bool = False,
extra_deps: str | None = None,
) -> str:
"""Prepares the docker build folder by copying the source code and generating the Dockerfile.
Return the MD5 hash of the directory.
"""
_put_source_code_to_dir(dir_path)
dockerfile_content = _generate_dockerfile(
base_image,
skip_init=skip_init,
extra_deps=extra_deps,
)
logger.info(
(
f'===== Dockerfile content =====\n'
f'{dockerfile_content}\n'
f'==============================='
)
)
with open(os.path.join(dir_path, 'Dockerfile'), 'w') as file:
file.write(dockerfile_content)
hash = dirhash(dir_path, 'md5')
logger.info(
f'Input base image: {base_image}\n'
f'Skip init: {skip_init}\n'
f'Extra deps: {extra_deps}\n'
f'Hash for docker build directory [{dir_path}] (contents: {os.listdir(dir_path)}): {hash}\n'
)
return hash
def _build_sandbox_image(
docker_folder: str,
docker_client: docker.DockerClient,
target_image_repo: str,
target_image_hash_tag: str,
target_image_tag: str,
) -> str:
"""Build the sandbox image.
The image will be tagged as both:
- target_image_repo:target_image_hash_tag
- target_image_repo:target_image_tag
Args:
docker_folder: str: the path to the docker build folder
docker_client: docker.DockerClient: the docker client
target_image_repo: str: the repository name for the target image
target_image_hash_tag: str: the *hash* tag for the target image that is calculated based
on the contents of the docker build folder (source code and Dockerfile)
e.g., ubuntu:latest -> od_runtime:1234567890abcdef
target_image_tag: str: the tag for the target image that's generic and based on the base image name
e.g., ubuntu:latest -> od_runtime:ubuntu_tag_latest
"""
# 1. Always directly build and tag using the dir_hash
target_image_hash_name = f'{target_image_repo}:{target_image_hash_tag}'
try:
build_logs = docker_client.api.build(
path=docker_folder,
tag=target_image_hash_name,
rm=True,
decode=True,
)
except docker.errors.BuildError as e:
logger.error(f'Sandbox image build failed: {e}')
raise e
for log in build_logs:
if 'stream' in log:
print(log['stream'].strip())
elif 'error' in log:
logger.error(log['error'].strip())
else:
logger.info(str(log))
# 2. Re-tag the image with a more generic tag (as somewhat of "latest" tag)
logger.info(f'Image [{target_image_hash_name}] build finished.')
image = docker_client.images.get(target_image_hash_name)
image.tag(target_image_repo, target_image_tag)
logger.info(
f'Re-tagged image [{target_image_hash_name}] with more generic tag [{target_image_tag}]'
)
# check if the image is built successfully
image = docker_client.images.get(target_image_hash_name)
if image is None:
raise RuntimeError(
f'Build failed: Image [{target_image_repo}:{target_image_hash_tag}] not found'
)
logger.info(
f'Image [{target_image_repo}:{target_image_hash_tag}] (hash: [{target_image_tag}]) built successfully'
)
return target_image_hash_name
def get_runtime_image_repo_and_tag(base_image: str) -> tuple[str, str]:
if RUNTIME_IMAGE_REPO in base_image:
logger.info(
f'The provided image [{base_image}] is a already a valid od_runtime image.\n'
f'Will try to reuse it as is.'
)
if ':' not in base_image:
base_image = base_image + ':latest'
repo, tag = base_image.split(':')
return repo, tag
else:
if ':' not in base_image:
base_image = base_image + ':latest'
[repo, tag] = base_image.split(':')
repo = repo.replace('/', '___')
od_version = _get_package_version()
return RUNTIME_IMAGE_REPO, f'od_v{od_version}_image_{repo}_tag_{tag}'
def _check_image_exists(image_name: str, docker_client: docker.DockerClient) -> bool:
"""Check if the image exists in the registry (try to pull it first) AND in the local store.
image_name is f'{repo}:{tag}'
"""
# Try to pull the new image from the registry
try:
docker_client.images.pull(image_name)
except Exception:
logger.info(f'Cannot pull image {image_name} directly')
images = docker_client.images.list()
if images:
for image in images:
if image_name in image.tags:
return True
return False
def build_runtime_image(
base_image: str,
docker_client: docker.DockerClient,
extra_deps: str | None = None,
docker_build_folder: str | None = None,
dry_run: bool = False,
force_rebuild: bool = False,
) -> str:
"""Build the runtime image for the OpenDevin runtime.
See https://docs.all-hands.dev/modules/usage/runtime for more details.
"""
runtime_image_repo, runtime_image_tag = get_runtime_image_repo_and_tag(base_image)
# Calculate the hash for the docker build folder (source code and Dockerfile)
with tempfile.TemporaryDirectory() as temp_dir:
from_scratch_hash = prep_docker_build_folder(
temp_dir,
base_image=base_image,
skip_init=False,
extra_deps=extra_deps,
)
# hash image name, if the hash matches, it means the image is already
# built from scratch with the *exact SAME source code* on the exact Dockerfile
hash_runtime_image_name = f'{runtime_image_repo}:{from_scratch_hash}'
# non-hash generic image name, it could contains *similar* dependencies
# but *might* not exactly match the state of the source code.
# It resembles the "latest" tag in the docker image naming convention for
# a particular {repo}:{tag} pair (e.g., ubuntu:latest -> od_runtime:ubuntu_tag_latest)
# we will build from IT to save time if the `from_scratch_hash` is not found
generic_runtime_image_name = f'{runtime_image_repo}:{runtime_image_tag}'
# 1. If the image exists with the same hash, we will reuse it as is
if _check_image_exists(hash_runtime_image_name, docker_client):
logger.info(
f'Image [{hash_runtime_image_name}] exists with matched hash for Docker build folder.\n'
'Will reuse it as is.'
)
return hash_runtime_image_name
# 2. If the exact hash is not found, we will FIRST try to re-build it
# by leveraging the non-hash `generic_runtime_image_name` to save some time
# from re-building the dependencies (e.g., poetry install, apt install)
elif (
_check_image_exists(generic_runtime_image_name, docker_client)
and not force_rebuild
):
logger.info(
f'Cannot find matched hash for image [{hash_runtime_image_name}]\n'
f'Will try to re-build it from latest [{generic_runtime_image_name}] image to potentially save '
f'time for dependencies installation.\n'
)
cur_docker_build_folder = docker_build_folder or tempfile.mkdtemp()
_skip_init_hash = prep_docker_build_folder(
cur_docker_build_folder,
# we want to use the existing generic image as base
# so that we can leverage existing dependencies already installed in the image
base_image=generic_runtime_image_name,
skip_init=True, # skip init since we are re-using the existing image
extra_deps=extra_deps,
)
assert (
_skip_init_hash != from_scratch_hash
), f'The skip_init hash [{_skip_init_hash}] should not match the existing hash [{from_scratch_hash}]'
if not dry_run:
_build_sandbox_image(
docker_folder=cur_docker_build_folder,
docker_client=docker_client,
target_image_repo=runtime_image_repo,
# NOTE: WE ALWAYS use the "from_scratch_hash" tag for the target image
# otherwise, even if the source code is exactly the same, the image *might* be re-built
# because the same source code will generate different hash when skip_init=True/False
# since the Dockerfile is slightly different
target_image_hash_tag=from_scratch_hash,
target_image_tag=runtime_image_tag,
)
else:
logger.info(
f'Dry run: Skipping image build for [{generic_runtime_image_name}]'
)
if docker_build_folder is None:
shutil.rmtree(cur_docker_build_folder)
# 3. If the image is not found AND we cannot re-use the non-hash latest relavant image,
# we will build it completely from scratch
else:
if force_rebuild:
logger.info(
f'Force re-build: Will try to re-build image [{generic_runtime_image_name}] from scratch.\n'
)
cur_docker_build_folder = docker_build_folder or tempfile.mkdtemp()
_new_from_scratch_hash = prep_docker_build_folder(
cur_docker_build_folder,
base_image,
skip_init=False,
extra_deps=extra_deps,
)
assert (
_new_from_scratch_hash == from_scratch_hash
), f'The new from scratch hash [{_new_from_scratch_hash}] does not match the existing hash [{from_scratch_hash}]'
if not dry_run:
_build_sandbox_image(
docker_folder=cur_docker_build_folder,
docker_client=docker_client,
target_image_repo=runtime_image_repo,
# NOTE: WE ALWAYS use the "from_scratch_hash" tag for the target image
target_image_hash_tag=from_scratch_hash,
target_image_tag=runtime_image_tag,
)
else:
logger.info(
f'Dry run: Skipping image build for [{generic_runtime_image_name}]'
)
if docker_build_folder is None:
shutil.rmtree(cur_docker_build_folder)
return f'{runtime_image_repo}:{from_scratch_hash}'
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument(
'--base_image', type=str, default='nikolaik/python-nodejs:python3.11-nodejs22'
)
parser.add_argument('--build_folder', type=str, default=None)
parser.add_argument('--force_rebuild', action='store_true', default=False)
args = parser.parse_args()
if args.build_folder is not None:
build_folder = args.build_folder
assert os.path.exists(
build_folder
), f'Build folder {build_folder} does not exist'
logger.info(
f'Will prepare a build folder by copying the source code and generating the Dockerfile: {build_folder}'
)
runtime_image_repo, runtime_image_tag = get_runtime_image_repo_and_tag(
args.base_image
)
with tempfile.TemporaryDirectory() as temp_dir:
runtime_image_hash_name = build_runtime_image(
args.base_image,
docker_client=docker.from_env(),
docker_build_folder=temp_dir,
dry_run=True,
force_rebuild=args.force_rebuild,
)
_runtime_image_repo, runtime_image_hash_tag = runtime_image_hash_name.split(
':'
)
# Move contents of temp_dir to build_folder
shutil.copytree(temp_dir, build_folder, dirs_exist_ok=True)
logger.info(
f'Build folder [{build_folder}] is ready: {os.listdir(build_folder)}'
)
with open(os.path.join(build_folder, 'config.sh'), 'a') as file:
file.write(
(
f'\n'
f'DOCKER_IMAGE={runtime_image_repo}\n'
f'DOCKER_IMAGE_TAG={runtime_image_tag}\n'
f'DOCKER_IMAGE_HASH_TAG={runtime_image_hash_tag}\n'
)
)
logger.info(
f'`config.sh` is updated with the new image name [{runtime_image_repo}] and tag [{runtime_image_tag}, {runtime_image_hash_tag}]'
)
logger.info(f'Dockerfile and source distribution are ready in {build_folder}')
else:
logger.info('Building image in a temporary folder')
client = docker.from_env()
image_name = build_runtime_image(args.base_image, client)
print(f'\nBUILT Image: {image_name}\n')