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dockerfile_generator.py
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import logging
import os
from typing import List
from jinja2 import FileSystemLoader, Environment
from swebench import get_eval_refs, get_instances
from swebench_docker.constants import MAP_VERSION_TO_INSTALL, MAP_REPO_TO_DEB_PACKAGES, PYTHON_ENVIRONMENT_VERSIONS, \
MAP_REPO_TO_ENV_YML_PATHS, PYENV_REPOS
from swebench_docker.utils import get_requirements, get_environment_yml
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("build_docker")
class DockerfileGenerator:
def __init__(
self,
swe_bench_tasks: str,
namespace: str = "aorwall",
docker_dir: str = "docker",
predictions_path: str = None,
):
self.namespace = namespace
self.docker_dir = docker_dir
self.task_instances = list(get_eval_refs(swe_bench_tasks).values())
self.image_prefix = "swe-bench"
self.dockerfiles_to_build = [
("docker/Dockerfile", f"{self.namespace}/{self.image_prefix}-conda:bookworm-slim"),
("docker/pyenv/Dockerfile", f"{self.namespace}/{self.image_prefix}-pyenv:bookworm-slim"),
("docker/pyenv/Dockerfile-pyenvs", f"{self.namespace}/{self.image_prefix}-pyenvs:bookworm-slim"),
]
env = Environment(loader=FileSystemLoader("templates"))
self.conda_testbed_template = env.get_template(f"Dockerfile.conda_testbed")
self.pyenv_testbed_template = env.get_template(f"Dockerfile.pyenv_testbed")
self.conda_repository_template = env.get_template(f"Dockerfile.conda_repository")
self.pyenv_repository_template = env.get_template(f"Dockerfile.pyenv_repository")
self.instance_template = env.get_template("Dockerfile.pyenv_instance")
if predictions_path:
predictions = get_instances(predictions_path)
self.instance_ids = set([p["instance_id"] for p in predictions])
logger.info(f"Found {len(self.instance_ids)} in predictions file")
else:
self.instance_ids = None
def generate(self):
testbeds = set()
task_instances_grouped = self.group_task_instances(self.task_instances)
for repo, map_version_to_instances in task_instances_grouped.items():
logger.info(f"Repo {repo}: {len(map_version_to_instances)} versions")
# Determine instances to use for environment installation
for version, instances in map_version_to_instances.items():
if self.instance_ids:
instances = [
instance
for instance in instances
if instance["instance_id"] in self.instance_ids
]
if not instances:
logger.info(f"No instances for {repo} {version}")
continue
logger.info(f"\tVersion {version}: {len(instances)} instances")
repo_name = _repo_name(repo)
specifications = MAP_VERSION_TO_INSTALL[repo][version]
use_conda = repo not in PYENV_REPOS
if repo_name not in testbeds:
deb_packages = None
if repo in MAP_REPO_TO_DEB_PACKAGES:
deb_packages = MAP_REPO_TO_DEB_PACKAGES[repo]
if use_conda:
self.generate_conda_repository_dockerfile(repo, deb_packages)
else:
self.generate_pyenv_repository_dockerfile(repo, deb_packages)
testbeds.add(repo_name)
self.generate_testbed_dockerfile(
repo=repo,
version=version,
setup_ref_instance=instances[0],
specifications=specifications,
use_conda=use_conda,
)
if (
"instance_image" in specifications
and specifications["instance_image"]
):
for instance in instances:
install_cmd = specifications["install"]
self.generate_instance_dockerfile(
instance=instance,
install_cmd=install_cmd,
)
self.create_makefile()
for dockerfile, image_name in self.dockerfiles_to_build:
print(f"docker build -t {image_name} -f {dockerfile} .")
def create_makefile(self):
with open(f"Makefile", "w") as f:
f.write("all:\n")
for dockerfile, image_name in self.dockerfiles_to_build:
f.write(f"\tdocker build -t {image_name} -f {dockerfile} .\n")
def group_task_instances(self, task_instances):
task_instances_grouped = {}
for instance in task_instances:
# Group task instances by repo, version
repo = instance["repo"]
version = instance["version"] if "version" in instance else None
if repo not in task_instances_grouped:
task_instances_grouped[repo] = {}
if version not in task_instances_grouped[repo]:
task_instances_grouped[repo][version] = []
task_instances_grouped[repo][version].append(instance)
return task_instances_grouped
def generate_conda_repository_dockerfile(
self, repo: str, deb_packages: List[str]
):
repo_name = _repo_name(repo)
base_image = f"{self.namespace}/{self.image_prefix}-conda:bookworm-slim"
dockerfile_content = self.conda_repository_template.render(
base_image=base_image,
deb_packages=" ".join(deb_packages) if deb_packages else None,
repo_name=repo_name,
)
repo_dir = f"{self.docker_dir}/{repo_name}"
if not os.path.exists(repo_dir):
os.makedirs(repo_dir)
output_file = f"{repo_dir}/Dockerfile"
with open(output_file, "w") as f:
f.write(dockerfile_content)
print(f"Dockerfile generated: {output_file}")
repo_image_name = repo.replace("/", "_")
self.dockerfiles_to_build.append((output_file, f"{self.namespace}/{self.image_prefix}-{repo_image_name}:bookworm-slim"))
def generate_pyenv_repository_dockerfile(
self, repo: str, deb_packages: List[str]
):
repo_name = _repo_name(repo)
base_image = f"{self.namespace}/{self.image_prefix}-pyenv:bookworm-slim"
pyenv_image = f"{self.namespace}/swe-bench-pyenvs:bookworm-slim"
dockerfile_content = self.pyenv_repository_template.render(
base_image=base_image,
pyenv_image=pyenv_image,
deb_packages=" ".join(deb_packages) if deb_packages else None,
repo_name=repo_name,
)
repo_dir = f"{self.docker_dir}/{repo_name}"
if not os.path.exists(repo_dir):
os.makedirs(repo_dir)
output_file = f"{repo_dir}/Dockerfile"
with open(output_file, "w") as f:
f.write(dockerfile_content)
print(f"Dockerfile generated: {output_file}")
repo_image_name = repo.replace("/", "_")
self.dockerfiles_to_build.append(
(output_file, f"{self.namespace}/{self.image_prefix}-{repo_image_name}:bookworm-slim"))
def generate_testbed_dockerfile(
self,
repo: str,
version: str,
specifications: dict,
setup_ref_instance: dict,
use_conda: bool = False
):
repo_name = _repo_name(repo)
repo_image_name = repo.replace("/", "_")
env_name = f"{repo_name}__{version}"
test_bed_dir = f"{self.docker_dir}/{repo_name}/{version}"
environment_setup_commit = setup_ref_instance.get(
"environment_setup_commit", setup_ref_instance["base_commit"]
)
path_to_reqs = None
path_to_env_file = None
install_cmds = []
testbed_dir = f"{self.docker_dir}/{repo_name}/{version}"
if not os.path.exists(testbed_dir):
os.makedirs(testbed_dir)
pre_install_cmds = specifications.get("pre_install", None)
pip_packages = specifications.get("pip_packages", [])
# Create conda environment according to install instructinos
pkgs = (
specifications["packages"] if "packages" in specifications else ""
)
if pkgs == "requirements.txt":
# Create environment
conda_create_cmd = f"conda create -n {env_name} python={specifications['python']} -y"
path_to_reqs = get_requirements(
setup_ref_instance, save_path=test_bed_dir
)
if specifications["python"] == "3.5":
install_cmds.append("pip install --trusted-host pypi.python.org --trusted-host files.pythonhosted.org --trusted-host pypi.org -r requirements.txt")
else:
install_cmds.append("pip install -r requirements.txt")
elif pkgs == "environment.yml":
#if not use_conda:
# raise ValueError(f"Can't create non conda docker image with environment.yml set")
if "no_use_env" in specifications and specifications["no_use_env"]:
# Create environment from yml
path_to_env_file = get_environment_yml(
setup_ref_instance, env_name, save_path=test_bed_dir
)
conda_create_cmd = f"conda create -c conda-forge -n {env_name} python={specifications['python']} -y"
# Install dependencies
install_cmds.append(f"conda env update -f environment.yml")
else:
# Create environment from yml
path_to_env_file = get_environment_yml(
setup_ref_instance,
env_name,
save_path=test_bed_dir,
python_version=specifications["python"],
)
conda_create_cmd = f"conda env create -f environment.yml"
elif use_conda:
conda_create_cmd = f"conda create -n {env_name} python={specifications['python']} {pkgs} -y"
else:
conda_create_cmd = None
pip_packages.extend(pkgs.split())
# Install additional packages if specified
if pip_packages:
pip_packages = " ".join(pip_packages)
install_cmds.append(f"pip install {pip_packages}")
if "install" in specifications and (
"instance_image" not in specifications
or not specifications["instance_image"]
):
install_cmds.append(specifications["install"])
repo_name = _repo_name(repo)
base_image = f"{self.namespace}/{self.image_prefix}-{repo_image_name}:bookworm-slim"
pyenv_image = f"{self.namespace}/swe-bench-pyenvs:bookworm-slim"
python_version = specifications["python"]
if use_conda:
template = self.conda_testbed_template
else:
python_version = PYTHON_ENVIRONMENT_VERSIONS[python_version]
template = self.pyenv_testbed_template
dockerfile_content = template.render(
base_image=base_image,
pyenv_image=pyenv_image,
docker_dir=self.docker_dir,
repo_name=repo_name,
version=version,
testbed=repo_name + "__" + version,
python_version=python_version,
conda_create_cmd=conda_create_cmd,
pre_install_cmds=pre_install_cmds,
install_cmds=install_cmds,
path_to_reqs=path_to_reqs,
environment_setup_commit=environment_setup_commit,
path_to_env_file=path_to_env_file,
)
testbed_dir = f"{self.docker_dir}/{repo_name}/{version}"
if not os.path.exists(testbed_dir):
os.makedirs(testbed_dir)
output_file = f"{testbed_dir}/Dockerfile"
with open(output_file, "w") as f:
f.write(dockerfile_content)
print(f"Dockerfile generated: {output_file}")
self.dockerfiles_to_build.append((output_file, f"{self.namespace}/{self.image_prefix}-{repo_image_name}-testbed:{version}"))
def generate_instance_dockerfile(
self,
instance: dict,
install_cmd: str,
):
"""
Build one Docker image per benchmark instance to not have to build the environment each time before testing in
repositories using Cython.
"""
repo = instance["repo"]
version = instance["version"]
repo_name = _repo_name(repo)
repo_image_name = repo.replace("/", "_")
base_image = (
f"{self.namespace}/{self.image_prefix}-{repo_image_name}-testbed:{instance['version']}"
)
dockerfile_content = self.instance_template.render(
base_image=base_image,
repo_name=repo_name,
install_cmd=install_cmd,
base_commit=instance["base_commit"],
)
instance_dir = (
f"{self.docker_dir}/{repo_name}/{version}/{instance['instance_id']}"
)
if not os.path.exists(instance_dir):
os.makedirs(instance_dir)
output_file = f"{instance_dir}/Dockerfile"
with open(output_file, "w") as f:
f.write(dockerfile_content)
print(f"Dockerfile generated: {output_file}")
self.dockerfiles_to_build.append((output_file, f"{self.namespace}/{self.image_prefix}-{repo_image_name}-instance:{instance['instance_id']}"))
def _repo_name(repo: str) -> str:
return repo.replace("/", "__")