def load_saved_bundle_config(bundle_path):
try:
return SavedBundleConfig.load(os.path.join(bundle_path, "bentoml.yml"))
except FileNotFoundError:
raise BentoMLException(
"BentoML can't locate config file 'bentoml.yml'"
" in saved bundle in path: {}".format(bundle_path))
def load_saved_bundle_config(bundle_path):
if _is_remote_path(bundle_path):
with _resolve_remote_bundle_path(bundle_path) as local_bundle_path:
return load_saved_bundle_config(local_bundle_path)
try:
return SavedBundleConfig.load(os.path.join(bundle_path, "bentoml.yml"))
except FileNotFoundError:
raise BentoMLException(
"BentoML can't locate config file 'bentoml.yml'"
" in saved bundle in path: {}".format(bundle_path))
def get_bento_service_metadata_pb(self):
return SavedBundleConfig(self).get_bento_service_metadata_pb()
def save_to_dir(bento_service, path, version=None, silent=False):
"""Save given BentoService along with all its artifacts, source code and
dependencies to target file path, assuming path exist and empty. If target path
is not empty, this call may override existing files in the given path.
:param bento_service (bentoml.service.BentoService): a Bento Service instance
:param path (str): Destination of where the bento service will be saved
:param version (str): Override the service version with given version string
:param silent (boolean): whether to hide the log message showing target save path
"""
track_save(bento_service)
from bentoml.service import BentoService
if not isinstance(bento_service, BentoService):
raise BentoMLException(
"save_to_dir only work with instance of custom BentoService class"
)
if version is not None:
# If parameter version provided, set bento_service version
# Otherwise it will bet set the first time the `version` property get accessed
bento_service.set_version(version)
if not os.path.exists(path):
raise BentoMLException("Directory '{}' not found".format(path))
for artifact in bento_service.artifacts.get_artifact_list():
if not artifact.packed:
logger.warning(
"Missing declared artifact '%s' for BentoService '%s'",
artifact.name,
bento_service.name,
)
module_base_path = os.path.join(path, bento_service.name)
try:
os.mkdir(module_base_path)
except FileExistsError:
raise BentoMLException(
f"Existing module file found for BentoService {bento_service.name}"
)
# write README.md with custom BentoService's docstring if presented
saved_bundle_readme = DEFAULT_SAVED_BUNDLE_README.format(
bento_service.name, bento_service.version
)
if bento_service.__class__.__doc__:
saved_bundle_readme += "\n"
saved_bundle_readme += bento_service.__class__.__doc__.strip()
with open(os.path.join(path, "README.md"), "w") as f:
f.write(saved_bundle_readme)
# save all model artifacts to 'base_path/name/artifacts/' directory
bento_service.artifacts.save(module_base_path)
# write conda environment, requirement.txt
bento_service.env.save(path, bento_service)
# Copy all local python modules used by the module containing the `bento_service`'s
# class definition to saved bundle directory
module_name, module_file = copy_local_py_modules(
bento_service.__class__.__module__, os.path.join(path, bento_service.name)
)
# create __init__.py
with open(os.path.join(path, bento_service.name, "__init__.py"), "w") as f:
f.write(
INIT_PY_TEMPLATE.format(
service_name=bento_service.name,
module_name=module_name,
pypi_package_version=bento_service.version,
)
)
# write setup.py, this make saved BentoService bundle pip installable
setup_py_content = BENTO_SERVICE_BUNDLE_SETUP_PY_TEMPLATE.format(
name=bento_service.name,
pypi_package_version=bento_service.version,
long_description=saved_bundle_readme,
)
with open(os.path.join(path, "setup.py"), "w") as f:
f.write(setup_py_content)
with open(os.path.join(path, "MANIFEST.in"), "w") as f:
f.write(MANIFEST_IN_TEMPLATE.format(service_name=bento_service.name))
# write Dockerfile
logger.debug("Using Docker Base Image %s", bento_service._env._docker_base_image)
with open(os.path.join(path, "Dockerfile"), "w") as f:
f.write(
MODEL_SERVER_DOCKERFILE_CPU.format(
docker_base_image=bento_service._env._docker_base_image
)
)
# copy custom web_static_content if enabled
if bento_service.web_static_content:
src_web_static_content_dir = os.path.join(
os.getcwd(), bento_service.web_static_content
)
if not os.path.isdir(src_web_static_content_dir):
raise BentoMLException(
f'web_static_content directory {src_web_static_content_dir} not found'
)
dest_web_static_content_dir = os.path.join(
module_base_path, 'web_static_content'
)
shutil.copytree(src_web_static_content_dir, dest_web_static_content_dir)
# Copy docker-entrypoint.sh
docker_entrypoint_sh_file_src = os.path.join(
os.path.dirname(__file__), "docker-entrypoint.sh"
)
docker_entrypoint_sh_file_dst = os.path.join(path, "docker-entrypoint.sh")
shutil.copyfile(docker_entrypoint_sh_file_src, docker_entrypoint_sh_file_dst)
# chmod +x docker-entrypoint.sh
st = os.stat(docker_entrypoint_sh_file_dst)
os.chmod(docker_entrypoint_sh_file_dst, st.st_mode | stat.S_IEXEC)
# copy bentoml-init.sh for install targz bundles
bentoml_init_sh_file_src = os.path.join(
os.path.dirname(__file__), "bentoml-init.sh"
)
bentoml_init_sh_file_dst = os.path.join(path, "bentoml-init.sh")
shutil.copyfile(bentoml_init_sh_file_src, bentoml_init_sh_file_dst)
# chmod +x bentoml_init_script file
st = os.stat(bentoml_init_sh_file_dst)
os.chmod(bentoml_init_sh_file_dst, st.st_mode | stat.S_IEXEC)
# write bentoml.yml
config = SavedBundleConfig(bento_service)
config["metadata"].update({"module_name": module_name, "module_file": module_file})
config.write_to_path(path)
# Also write bentoml.yml to module base path to make it accessible
# as package data after pip installed as a python package
config.write_to_path(module_base_path)
bundled_pip_dependencies_path = os.path.join(path, 'bundled_pip_dependencies')
_bundle_local_bentoml_if_installed_from_source(bundled_pip_dependencies_path)
if not silent:
logger.info(
"BentoService bundle '%s:%s' created at: %s",
bento_service.name,
bento_service.version,
path,
)
def _write_bento_content_to_dir(bento_service, path):
if not os.path.exists(path):
raise BentoMLException("Directory '{}' not found".format(path))
for artifact in bento_service.artifacts.get_artifact_list():
if not artifact.packed:
logger.warning(
"Missing declared artifact '%s' for BentoService '%s'",
artifact.name,
bento_service.name,
)
module_base_path = os.path.join(path, bento_service.name)
try:
os.mkdir(module_base_path)
except FileExistsError:
raise BentoMLException(
f"Existing module file found for BentoService {bento_service.name}"
)
# write README.md with custom BentoService's docstring if presented
saved_bundle_readme = DEFAULT_SAVED_BUNDLE_README.format(
bento_service.name, bento_service.version
)
if bento_service.__class__.__doc__:
saved_bundle_readme += "\n"
saved_bundle_readme += bento_service.__class__.__doc__.strip()
with open(os.path.join(path, "README.md"), "w") as f:
f.write(saved_bundle_readme)
# save all model artifacts to 'base_path/name/artifacts/' directory
bento_service.artifacts.save(module_base_path)
# write conda environment, requirement.txt
bento_service.env.infer_pip_packages(bento_service)
bento_service.env.save(path)
# Copy all local python modules used by the module containing the `bento_service`'s
# class definition to saved bundle directory
module_name, module_file = copy_local_py_modules(
bento_service.__class__.__module__, os.path.join(path, bento_service.name)
)
# create __init__.py
with open(os.path.join(path, bento_service.name, "__init__.py"), "w") as f:
f.write(
INIT_PY_TEMPLATE.format(
service_name=bento_service.name,
module_name=module_name,
pypi_package_version=bento_service.version,
)
)
# write setup.py, this make saved BentoService bundle pip installable
setup_py_content = BENTO_SERVICE_BUNDLE_SETUP_PY_TEMPLATE.format(
name=bento_service.name,
pypi_package_version=bento_service.version,
long_description=saved_bundle_readme,
)
with open(os.path.join(path, "setup.py"), "w") as f:
f.write(setup_py_content)
with open(os.path.join(path, "MANIFEST.in"), "w") as f:
f.write(MANIFEST_IN_TEMPLATE.format(service_name=bento_service.name))
# write Dockerfile
logger.debug("Using Docker Base Image %s", bento_service._env._docker_base_image)
with open(os.path.join(path, "Dockerfile"), "w") as f:
f.write(
MODEL_SERVER_DOCKERFILE_CPU.format(
docker_base_image=bento_service._env._docker_base_image
)
)
# copy custom web_static_content if enabled
if bento_service.web_static_content:
src_web_static_content_dir = os.path.join(
os.getcwd(), bento_service.web_static_content
)
if not os.path.isdir(src_web_static_content_dir):
raise BentoMLException(
f'web_static_content directory {src_web_static_content_dir} not found'
)
dest_web_static_content_dir = os.path.join(
module_base_path, 'web_static_content'
)
shutil.copytree(src_web_static_content_dir, dest_web_static_content_dir)
# Copy docker-entrypoint.sh
docker_entrypoint_sh_file_src = os.path.join(
os.path.dirname(__file__), "docker-entrypoint.sh"
)
docker_entrypoint_sh_file_dst = os.path.join(path, "docker-entrypoint.sh")
shutil.copyfile(docker_entrypoint_sh_file_src, docker_entrypoint_sh_file_dst)
# chmod +x docker-entrypoint.sh
st = os.stat(docker_entrypoint_sh_file_dst)
os.chmod(docker_entrypoint_sh_file_dst, st.st_mode | stat.S_IEXEC)
# copy bentoml-init.sh for install targz bundles
bentoml_init_sh_file_src = os.path.join(
os.path.dirname(__file__), "bentoml-init.sh"
)
bentoml_init_sh_file_dst = os.path.join(path, "bentoml-init.sh")
shutil.copyfile(bentoml_init_sh_file_src, bentoml_init_sh_file_dst)
# chmod +x bentoml_init_script file
st = os.stat(bentoml_init_sh_file_dst)
os.chmod(bentoml_init_sh_file_dst, st.st_mode | stat.S_IEXEC)
# write bentoml.yml
config = SavedBundleConfig(bento_service)
config["metadata"].update({"module_name": module_name, "module_file": module_file})
config.write_to_path(path)
# Also write bentoml.yml to module base path to make it accessible
# as package data after pip installed as a python package
config.write_to_path(module_base_path)
bundled_pip_dependencies_path = os.path.join(path, 'bundled_pip_dependencies')
_bundle_local_bentoml_if_installed_from_source(bundled_pip_dependencies_path)
def _write_bento_content_to_dir(bento_service, path):
if not os.path.exists(path):
raise BentoMLException("Directory '{}' not found".format(path))
for artifact in bento_service.artifacts.get_artifact_list():
if not artifact.packed:
logger.warning(
"Missing declared artifact '%s' for BentoService '%s'",
artifact.name,
bento_service.name,
)
frontend_path = os.path.join(path, "frontend")
backend_path = os.path.join(path, "backend")
try:
os.mkdir(backend_path)
except FileExistsError:
raise BentoMLException(
f"Existing module file found for BentoService {bento_service.name}"
)
try:
os.mkdir(frontend_path)
except FileExistsError:
raise BentoMLException(
f"Existing module file found for BentoService {bento_service.name}"
)
module_base_path = os.path.join(backend_path, bento_service.name)
try:
os.mkdir(module_base_path)
except FileExistsError:
raise BentoMLException(
f"Existing module file found for BentoService {bento_service.name}"
)
# write README.md with custom BentoService's docstring if presented
saved_bundle_readme = DEFAULT_SAVED_BUNDLE_README.format(
bento_service.name, bento_service.version
)
if bento_service.__class__.__doc__:
saved_bundle_readme += "\n"
saved_bundle_readme += bento_service.__class__.__doc__.strip()
with open(os.path.join(backend_path, "README.md"), "w") as f:
f.write(saved_bundle_readme)
# save all model artifacts to 'base_path/name/artifacts/' directory
bento_service.artifacts.save(module_base_path)
# write conda environment, requirement.txt
bento_service.env.infer_pip_packages(bento_service)
bento_service.env.save(backend_path)
# Copy all local python modules used by the module containing the `bento_service`'s
# class definition to saved bundle directory
module_name, module_file = copy_local_py_modules(
bento_service.__class__.__module__, os.path.join(backend_path, bento_service.name)
)
# create __init__.py
with open(os.path.join(backend_path, bento_service.name, "__init__.py"), "w") as f:
f.write(
INIT_PY_TEMPLATE.format(
service_name=bento_service.name,
module_name=module_name,
pypi_package_version=bento_service.version,
)
)
# write Dockerfile
logger.debug("Using Docker Base Image %s", bento_service._env._python_version)
with open(os.path.join(backend_path, "Dockerfile"), "w") as f:
f.write(
MODEL_SERVER_DOCKERFILE_CPU.format(
python_version=bento_service._env._python_version
))
# copy custom web_static_content if enabled
if bento_service.web_static_content:
src_web_static_content_dir = os.path.join(
os.getcwd(), bento_service.web_static_content
)
if not os.path.isdir(src_web_static_content_dir):
raise BentoMLException(
f'web_static_content directory {src_web_static_content_dir} not found'
)
dest_web_static_content_dir = os.path.join(
module_base_path, 'web_static_content'
)
shutil.copytree(src_web_static_content_dir, dest_web_static_content_dir)
# write bentoml.yml
config = SavedBundleConfig(bento_service)
config["metadata"].update({"module_name": module_name, "module_file": module_file})
config.write_to_path(backend_path)
config.write_to_path(module_base_path)
# Also write bentoml.yml to module base backend_path to make it accessible
# as package data after pip installed as a python package
config.write_to_path(path)
# config.write_to_path(os.path.join(path,bento_service.name))
create_fastapi_file(
class_name=bento_service.name,
module_name=module_name,
apis_list=bento_service.inference_apis,
store_path=os.path.join(backend_path, FASTAPI_FILE))
bundled_pip_dependencies_path = os.path.join(backend_path, 'bundled_pip_dependencies')
_bundle_local_bentoml_if_installed_from_source(bundled_pip_dependencies_path)
# delete mtime and sort file in tarballs to normalize the checksums
for tarball_file_path in glob.glob(
os.path.join(bundled_pip_dependencies_path, '*.tar.gz')
):
normalize_gztarball(tarball_file_path)
# ------FRONTEND------
# create __init__.py file
try:
open(os.path.join(frontend_path, "__init__.py"), "x")
except FileExistsError:
raise BentoMLException(f"__init__.py already exists")
# create Dockerfile
with open(os.path.join(frontend_path, "Dockerfile"), "w") as f:
f.write(ENTHIRE_FRONTEND_DOCKERFILE_TEMPLATE)
# create requirements.txt
with open(os.path.join(frontend_path, "requirements.txt"), "w") as f:
f.write("requests==2.25.1\n")
f.write("streamlit==0.82.0")
# Create docker-compose:
with open(os.path.join(path, "docker-compose.yml"), "w") as f:
f.write(ENTHIRE_DOCKER_COMPOSE)
# Create Streamlit file
create_streamlit_main(fastapi_file=FASTAPI_FILE, fastapi_path=backend_path, store_path=frontend_path)