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Skip the image building process if the check for its existence fails (#…
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…1614)

* Fixed tests

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* lint

Signed-off-by: Kevin Su <pingsutw@apache.org>

* wip

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* test

Signed-off-by: Kevin Su <pingsutw@apache.org>

* nit

Signed-off-by: Kevin Su <pingsutw@apache.org>

* add lru cache

Signed-off-by: Kevin Su <pingsutw@apache.org>

* update

Signed-off-by: Kevin Su <pingsutw@apache.org>

* lint

Signed-off-by: Kevin Su <pingsutw@apache.org>

---------

Signed-off-by: Kevin Su <pingsutw@apache.org>
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pingsutw committed May 2, 2023
1 parent e5b0511 commit c541be9
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Showing 7 changed files with 36 additions and 16 deletions.
1 change: 1 addition & 0 deletions flytekit/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -225,6 +225,7 @@
from flytekit.core.workflow import WorkflowFailurePolicy, reference_workflow, workflow
from flytekit.deck import Deck
from flytekit.extras import pytorch, sklearn, tensorflow
from flytekit.image_spec import ImageSpec
from flytekit.loggers import logger
from flytekit.models.common import Annotations, AuthRole, Labels
from flytekit.models.core.execution import WorkflowExecutionPhase
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3 changes: 3 additions & 0 deletions flytekit/configuration/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -795,6 +795,7 @@ def new_builder(self) -> Builder:
flytekit_virtualenv_root=self.flytekit_virtualenv_root,
python_interpreter=self.python_interpreter,
fast_serialization_settings=self.fast_serialization_settings,
source_root=self.source_root,
)

def should_fast_serialize(self) -> bool:
Expand Down Expand Up @@ -845,6 +846,7 @@ class Builder(object):
flytekit_virtualenv_root: Optional[str] = None
python_interpreter: Optional[str] = None
fast_serialization_settings: Optional[FastSerializationSettings] = None
source_root: Optional[str] = None

def with_fast_serialization_settings(self, fss: fast_serialization_settings) -> SerializationSettings.Builder:
self.fast_serialization_settings = fss
Expand All @@ -861,4 +863,5 @@ def build(self) -> SerializationSettings:
flytekit_virtualenv_root=self.flytekit_virtualenv_root,
python_interpreter=self.python_interpreter,
fast_serialization_settings=self.fast_serialization_settings,
source_root=self.source_root,
)
5 changes: 3 additions & 2 deletions flytekit/core/python_auto_container.py
Original file line number Diff line number Diff line change
Expand Up @@ -181,8 +181,9 @@ def _get_container(self, settings: SerializationSettings) -> _task_model.Contain
for elem in (settings.env, self.environment):
if elem:
env.update(elem)
if isinstance(self.container_image, ImageSpec):
self.container_image.source_root = settings.source_root
if settings.fast_serialization_settings is None or not settings.fast_serialization_settings.enabled:
if isinstance(self.container_image, ImageSpec):
self.container_image.source_root = settings.source_root
return _get_container_definition(
image=get_registerable_container_image(self.container_image, settings.image_config),
command=[],
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34 changes: 25 additions & 9 deletions flytekit/image_spec/image_spec.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,15 +4,18 @@
import sys
import typing
from abc import abstractmethod
from copy import copy
from dataclasses import dataclass
from functools import lru_cache
from typing import List, Optional

import click
import docker
import requests
from dataclasses_json import dataclass_json
from docker.errors import APIError, ImageNotFound

DOCKER_HUB = "docker.io"
_F_IMG_ID = "_F_IMG_ID"


Expand Down Expand Up @@ -62,12 +65,13 @@ def is_container(self) -> bool:
return os.environ.get(_F_IMG_ID) == self.image_name()
return True

@lru_cache
def exist(self) -> bool:
"""
Check if the image exists in the registry.
"""
client = docker.from_env()
try:
client = docker.from_env()
if self.registry:
client.images.get_registry_data(self.image_name())
else:
Expand All @@ -76,12 +80,23 @@ def exist(self) -> bool:
except APIError as e:
if e.response.status_code == 404:
return False
if e.response.status_code == 403:
click.secho("Permission denied. Please login you docker registry first.", fg="red")
raise e
return False
except ImageNotFound:
return False
except Exception as e:
tag = calculate_hash_from_image_spec(self)
# if docker engine is not running locally
container_registry = DOCKER_HUB
if "/" in self.registry:
container_registry = self.registry.split("/")[0]
if container_registry == DOCKER_HUB:
url = f"https://hub.docker.com/v2/repositories/{self.registry}/{self.name}/tags/{tag}"
response = requests.get(url)
if response.status_code == 200:
return True

click.secho(f"Failed to check if the image exists with error : {e}", fg="red")
click.secho("Flytekit assumes that the image already exists.", fg="blue")
return True

def __hash__(self):
return hash(self.to_json())
Expand Down Expand Up @@ -121,15 +136,16 @@ def build(cls, image_spec: ImageSpec):
click.secho(f"Image {image_spec.image_name()} found. Skip building.", fg="blue")


@lru_cache(maxsize=None)
@lru_cache
def calculate_hash_from_image_spec(image_spec: ImageSpec):
"""
Calculate the hash from the image spec.
"""
# copy the image spec to avoid modifying the original image spec. otherwise, the hash will be different.
spec = copy(image_spec)
spec.source_root = hash_directory(image_spec.source_root) if image_spec.source_root else b""
image_spec_bytes = bytes(image_spec.to_json(), "utf-8")
source_root_bytes = hash_directory(image_spec.source_root) if image_spec.source_root else b""
h = hashlib.md5(image_spec_bytes + source_root_bytes)
tag = base64.urlsafe_b64encode(h.digest()).decode("ascii")
tag = base64.urlsafe_b64encode(hashlib.md5(image_spec_bytes).digest()).decode("ascii")
# replace "=" with "." to make it a valid tag
return tag.replace("=", ".")

Expand Down
5 changes: 3 additions & 2 deletions plugins/flytekit-envd/flytekitplugins/envd/image_builder.py
Original file line number Diff line number Diff line change
Expand Up @@ -38,8 +38,9 @@ def create_envd_config(image_spec: ImageSpec) -> str:
base_image = DefaultImages.default_image() if image_spec.base_image is None else image_spec.base_image
packages = [] if image_spec.packages is None else image_spec.packages
apt_packages = [] if image_spec.apt_packages is None else image_spec.apt_packages
env = {} if image_spec.env is None else image_spec.env
env.update({"PYTHONPATH": "/root", _F_IMG_ID: image_spec.image_name()})
env = {"PYTHONPATH": "/root", _F_IMG_ID: image_spec.image_name()}
if image_spec.env:
env.update(image_spec.env)

envd_config = f"""# syntax=v1
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1 change: 1 addition & 0 deletions tests/flytekit/unit/core/image_spec/test_image_spec.py
Original file line number Diff line number Diff line change
Expand Up @@ -43,6 +43,7 @@ def build_image(self, img):
ImageBuildEngine._REGISTRY["dummy"].build_image(image_spec)
assert "dummy" in ImageBuildEngine._REGISTRY
assert calculate_hash_from_image_spec(image_spec) == "yZ8jICcDTLoDArmNHbWNwg.."
assert image_spec.exist() is False

with pytest.raises(Exception):
image_spec.builder = "flyte"
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3 changes: 0 additions & 3 deletions tests/flytekit/unit/core/test_python_function_task.py
Original file line number Diff line number Diff line change
Expand Up @@ -78,9 +78,6 @@ def build_image(self, img):
== "flytekit:0N8X-XowtpEkDYWDlb8Abg.."
)

with pytest.raises(Exception):
get_registerable_container_image(ImageSpec(builder="test", python_version="3.7", registry="hello"), cfg)


def test_get_registerable_container_image_no_images():
cfg = ImageConfig()
Expand Down

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