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106 changes: 72 additions & 34 deletions flytekit/image_spec/image_spec.py
Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,7 @@
from dataclasses import asdict, dataclass
from functools import cached_property, lru_cache
from importlib import metadata
from typing import Dict, List, Optional, Tuple, Union
from typing import Any, Dict, List, Optional, Tuple, Union

import click
import requests
Expand All @@ -30,50 +30,57 @@ class ImageSpec:
"""
This class is used to specify the docker image that will be used to run the task.

Args:
name: name of the image.
python_version: python version of the image. Use default python in the base image if None.
builder: Type of plugin to build the image. Use envd by default.
source_root: source root of the image.
env: environment variables of the image.
registry: registry of the image.
packages: list of python packages to install.
conda_packages: list of conda packages to install.
conda_channels: list of conda channels.
requirements: path to the requirements.txt file.
apt_packages: list of apt packages to install.
cuda: version of cuda to install.
cudnn: version of cudnn to install.
base_image: base image of the image.
platform: Specify the target platforms for the build output (for example, windows/amd64 or linux/amd64,darwin/arm64
pip_index: Specify the custom pip index url
pip_extra_index_url: Specify one or more pip index urls as a list
pip_secret_mounts: Specify a list of tuples to mount secret for pip install. Each tuple should contain the path to
Attributes:
name (str): Name of the image.
python_version (str): Python version of the image. Use default python in the base image if None.
builder (Optional[str]): Type of plugin to build the image. Use envd by default.
source_root (Optional[str]): Source root of the image.
env (Optional[Dict[str, str]]): Environment variables of the image.
registry (Optional[str]): Registry of the image.
packages (Optional[List[str]]): List of python packages to install.
conda_packages (Optional[List[str]]): List of conda packages to install.
conda_channels (Optional[List[str]]): List of conda channels.
requirements (Optional[str]): Path to the requirements.txt file.
apt_packages (Optional[List[str]]): List of apt packages to install.
cuda (Optional[str]): Version of cuda to install.
cudnn (Optional[str]): Version of cudnn to install.
base_image (Optional[Union[str, 'ImageSpec']]): Base image of the image.
platform (str): Specify the target platforms for the build output (for example, windows/amd64 or linux/amd64,darwin/arm64).
pip_index (Optional[str]): Specify the custom pip index url.
pip_extra_index_url (Optional[List[str]]): Specify one or more pip index urls as a list.
pip_secret_mounts (Optional[List[Tuple[str, str]]]): Specify a list of tuples to mount secret for pip install. Each tuple should contain the path to
the secret file and the mount path. For example, [(".gitconfig", "/etc/gitconfig")]. This is experimental and
the interface may change in the future. Configuring this should not change the built image.
pip_extra_args: Specify one or more extra pip install arguments as a space-delimited string
registry_config: Specify the path to a JSON registry config file
entrypoint: List of strings to overwrite the entrypoint of the base image with, set to [] to remove the entrypoint.
commands: Command to run during the building process
tag_format: Custom string format for image tag. The ImageSpec hash passed in as `spec_hash`. For example,
to add a "dev" suffix to the image tag, set `tag_format="{spec_hash}-dev"`
source_copy_mode: This option allows the user to specify which source files to copy from the local host, into the image.
pip_extra_args (Optional[str]): Specify one or more extra pip install arguments as a space-delimited string.
registry_config (Optional[str]): Specify the path to a JSON registry config file.
entrypoint (Optional[List[str]]): List of strings to overwrite the entrypoint of the base image with, set to [] to remove the entrypoint.
commands (Optional[List[str]]): Command to run during the building process.
tag_format (Optional[str]): Custom string format for image tag. The ImageSpec hash passed in as `spec_hash`. For example,
to add a "dev" suffix to the image tag, set `tag_format="{spec_hash}-dev"`.
source_copy_mode (Optional[CopyFileDetection]): This option allows the user to specify which source files to copy from the local host, into the image.
Not setting this option means to use the default flytekit behavior. The default behavior is:
- if fast register is used, source files are not copied into the image (because they're already copied
into the fast register tar layer).
- if fast register is not used, then the LOADED_MODULES (aka 'auto') option is used to copy loaded
Python files into the image.

If the option is set by the user, then that option is of course used.
copy: List of files/directories to copy to /root. e.g. ["src/file1.txt", "src/file2.txt"]
python_exec: Python executable to use for install packages
copy (Optional[List[str]]): List of files/directories to copy to /root. e.g. ["src/file1.txt", "src/file2.txt"].
python_exec (Optional[str]): Python executable to use for install packages.
runtime_packages (Optional[List[str]]): List of packages to be installed during runtime. `runtime_packages` requires `pip` to be installed
in your base image.
- If you are using an ImageSpec as your base image, please include `pip` into your packages:
`ImageSpec(..., packages=["pip"])`.
- If you want to install runtime packages into a fixed base_image and not use an image builder, you can
use `builder="noop"`: `ImageSpec(base_image="ghcr.io/name/my-custom-image", builder="noop").with_runtime_packages(["numpy"])`.
builder_options (Optional[Dict[str, Any]]): Additional options for the builder. This is a dictionary that will be passed to the builder.
The options are builder-specific and may not be supported by all builders.
"""

name: str = "flytekit"
python_version: str = None # Use default python in the base image if None.
builder: Optional[str] = None
source_root: Optional[str] = None # a.txt:auto
env: Optional[typing.Dict[str, str]] = None
env: Optional[Dict[str, str]] = None
registry: Optional[str] = None
packages: Optional[List[str]] = None
conda_packages: Optional[List[str]] = None
Expand All @@ -95,6 +102,8 @@ class ImageSpec:
source_copy_mode: Optional[CopyFileDetection] = None
copy: Optional[List[str]] = None
python_exec: Optional[str] = None
runtime_packages: Optional[List[str]] = None
builder_options: Optional[Dict[str, Any]] = None

def __post_init__(self):
self.name = self.name.lower()
Expand Down Expand Up @@ -145,6 +154,9 @@ def __post_init__(self):
error_msg = "pip_secret_mounts must be a list of tuples of two strings or None"
raise ValueError(error_msg)

if self.builder_options is not None and not isinstance(self.builder_options, dict):
raise ValueError("builder_options must be a dictionary or None")

@cached_property
def id(self) -> str:
"""
Expand Down Expand Up @@ -310,16 +322,30 @@ def exist(self) -> Optional[bool]:
click.secho(f"Failed to check if the image exists with error:\n {e}", fg="red")
return None

def _update_attribute(self, attr_name: str, values: Union[str, List[str]]) -> "ImageSpec":
def _update_attribute(self, attr_name: str, values: Union[str, List[str], Dict[str, Any]]) -> "ImageSpec":
"""
Generic method to update a specified list attribute, either appending or extending.
Generic method to update a specified attribute, handling strings, lists, and dictionaries.
"""
current_value = copy.deepcopy(getattr(self, attr_name)) or []
current_value = copy.deepcopy(getattr(self, attr_name))

if current_value is None:
if isinstance(values, dict):
current_value = {}
else:
current_value = []

if isinstance(values, str):
if not isinstance(current_value, list):
raise TypeError(f"Cannot append string to non-list attribute {attr_name}")
current_value.append(values)
elif isinstance(values, list):
if not isinstance(current_value, list):
raise TypeError(f"Cannot extend non-list attribute {attr_name}")
current_value.extend(values)
elif isinstance(values, dict):
if not isinstance(current_value, dict):
raise TypeError(f"Cannot update non-dict attribute {attr_name}")
current_value.update(values)

return dataclasses.replace(self, **{attr_name: current_value})

Expand Down Expand Up @@ -358,6 +384,18 @@ def force_push(self) -> "ImageSpec":

return copied_image_spec

def with_runtime_packages(self, runtime_packages: List[str]) -> "ImageSpec":
"""
Builder that returns a new image spec with runtime packages. Dev packages will be installed during runtime.
"""
return self._update_attribute("runtime_packages", runtime_packages)

def with_builder_options(self, builder_options: Dict[str, Any]) -> "ImageSpec":
"""
Builder that returns a new image spec with additional builder options.
"""
return self._update_attribute("builder_options", builder_options)

@classmethod
def from_env(cls, *, pinned_packages: Optional[List[str]] = None, **kwargs) -> "ImageSpec":
"""Create ImageSpec with the environment's Python version and packages pinned to the ones in the environment."""
Expand Down
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