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Enable Pydantic I/O types in workflow context
Extend experimental Pydantic I/O support to allow passing Pydantic types into `@script`-decorated functions when inside a `with` workflow context block, and using fields on the returned Pydantic output as shorthand for the associated Hera template in subsequent steps. Signed-off-by: Alice Purcell <alicederyn@gmail.com>
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154
docs/examples/workflows/experimental/pydantic_io_in_dag_context.md
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# Pydantic Io In Dag Context | ||
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=== "Hera" | ||
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```python linenums="1" | ||
import sys | ||
from typing import List | ||
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if sys.version_info >= (3, 9): | ||
from typing import Annotated | ||
else: | ||
from typing_extensions import Annotated | ||
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from hera.shared import global_config | ||
from hera.workflows import DAG, Parameter, WorkflowTemplate, script | ||
from hera.workflows.io.v1 import Input, Output | ||
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global_config.experimental_features["script_pydantic_io"] = True | ||
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class CutInput(Input): | ||
cut_after: Annotated[int, Parameter(name="cut-after")] | ||
strings: List[str] | ||
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class CutOutput(Output): | ||
first_strings: Annotated[List[str], Parameter(name="first-strings")] | ||
remainder: List[str] | ||
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class JoinInput(Input): | ||
strings: List[str] | ||
joiner: str | ||
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class JoinOutput(Output): | ||
joined_string: Annotated[str, Parameter(name="joined-string")] | ||
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@script(constructor="runner") | ||
def cut(input: CutInput) -> CutOutput: | ||
return CutOutput( | ||
first_strings=input.strings[: input.cut_after], | ||
remainder=input.strings[input.cut_after :], | ||
exit_code=1 if len(input.strings) <= input.cut_after else 0, | ||
) | ||
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@script(constructor="runner") | ||
def join(input: JoinInput) -> JoinOutput: | ||
return JoinOutput(joined_string=input.joiner.join(input.strings)) | ||
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with WorkflowTemplate(generate_name="pydantic-io-in-steps-context-v1-", entrypoint="d") as w: | ||
with DAG(name="d"): | ||
cut_result = cut(CutInput(strings=["hello", "world", "it's", "hera"], cut_after=1)) | ||
join(JoinInput(strings=cut_result.first_strings, joiner=" ")) | ||
``` | ||
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=== "YAML" | ||
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```yaml linenums="1" | ||
apiVersion: argoproj.io/v1alpha1 | ||
kind: WorkflowTemplate | ||
metadata: | ||
generateName: pydantic-io-in-steps-context-v1- | ||
spec: | ||
entrypoint: d | ||
templates: | ||
- dag: | ||
tasks: | ||
- arguments: | ||
parameters: | ||
- name: cut-after | ||
value: '1' | ||
- name: strings | ||
value: '["hello", "world", "it''s", "hera"]' | ||
name: cut | ||
template: cut | ||
- arguments: | ||
parameters: | ||
- name: strings | ||
value: '{{tasks.cut.outputs.parameters.first-strings}}' | ||
- name: joiner | ||
value: ' ' | ||
depends: cut | ||
name: join | ||
template: join | ||
name: d | ||
- inputs: | ||
parameters: | ||
- name: cut-after | ||
- name: strings | ||
name: cut | ||
outputs: | ||
parameters: | ||
- name: first-strings | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/first-strings | ||
- name: remainder | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/remainder | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_dag_context:cut | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' | ||
- inputs: | ||
parameters: | ||
- name: strings | ||
- name: joiner | ||
name: join | ||
outputs: | ||
parameters: | ||
- name: joined-string | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/joined-string | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_dag_context:join | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' | ||
``` | ||
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docs/examples/workflows/experimental/pydantic_io_in_steps_context.md
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# Pydantic Io In Steps Context | ||
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=== "Hera" | ||
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```python linenums="1" | ||
import sys | ||
from typing import List | ||
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if sys.version_info >= (3, 9): | ||
from typing import Annotated | ||
else: | ||
from typing_extensions import Annotated | ||
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from hera.shared import global_config | ||
from hera.workflows import Parameter, Steps, WorkflowTemplate, script | ||
from hera.workflows.io.v1 import Input, Output | ||
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global_config.experimental_features["script_pydantic_io"] = True | ||
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class CutInput(Input): | ||
cut_after: Annotated[int, Parameter(name="cut-after")] | ||
strings: List[str] | ||
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class CutOutput(Output): | ||
first_strings: Annotated[List[str], Parameter(name="first-strings")] | ||
remainder: List[str] | ||
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class JoinInput(Input): | ||
strings: List[str] | ||
joiner: str | ||
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class JoinOutput(Output): | ||
joined_string: Annotated[str, Parameter(name="joined-string")] | ||
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@script(constructor="runner") | ||
def cut(input: CutInput) -> CutOutput: | ||
return CutOutput( | ||
first_strings=input.strings[: input.cut_after], | ||
remainder=input.strings[input.cut_after :], | ||
exit_code=1 if len(input.strings) <= input.cut_after else 0, | ||
) | ||
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@script(constructor="runner") | ||
def join(input: JoinInput) -> JoinOutput: | ||
return JoinOutput(joined_string=input.joiner.join(input.strings)) | ||
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with WorkflowTemplate(generate_name="pydantic-io-in-steps-context-v1-", entrypoint="d") as w: | ||
with Steps(name="d"): | ||
cut_result = cut(CutInput(strings=["hello", "world", "it's", "hera"], cut_after=1)) | ||
join(JoinInput(strings=cut_result.first_strings, joiner=" ")) | ||
``` | ||
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=== "YAML" | ||
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```yaml linenums="1" | ||
apiVersion: argoproj.io/v1alpha1 | ||
kind: WorkflowTemplate | ||
metadata: | ||
generateName: pydantic-io-in-steps-context-v1- | ||
spec: | ||
entrypoint: d | ||
templates: | ||
- name: d | ||
steps: | ||
- - arguments: | ||
parameters: | ||
- name: cut-after | ||
value: '1' | ||
- name: strings | ||
value: '["hello", "world", "it''s", "hera"]' | ||
name: cut | ||
template: cut | ||
- - arguments: | ||
parameters: | ||
- name: strings | ||
value: '{{steps.cut.outputs.parameters.first-strings}}' | ||
- name: joiner | ||
value: ' ' | ||
name: join | ||
template: join | ||
- inputs: | ||
parameters: | ||
- name: cut-after | ||
- name: strings | ||
name: cut | ||
outputs: | ||
parameters: | ||
- name: first-strings | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/first-strings | ||
- name: remainder | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/remainder | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_steps_context:cut | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' | ||
- inputs: | ||
parameters: | ||
- name: strings | ||
- name: joiner | ||
name: join | ||
outputs: | ||
parameters: | ||
- name: joined-string | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/joined-string | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_steps_context:join | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' | ||
``` | ||
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84 changes: 84 additions & 0 deletions
84
examples/workflows/experimental/pydantic-io-in-dag-context.yaml
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@@ -0,0 +1,84 @@ | ||
apiVersion: argoproj.io/v1alpha1 | ||
kind: WorkflowTemplate | ||
metadata: | ||
generateName: pydantic-io-in-steps-context-v1- | ||
spec: | ||
entrypoint: d | ||
templates: | ||
- dag: | ||
tasks: | ||
- arguments: | ||
parameters: | ||
- name: cut-after | ||
value: '1' | ||
- name: strings | ||
value: '["hello", "world", "it''s", "hera"]' | ||
name: cut | ||
template: cut | ||
- arguments: | ||
parameters: | ||
- name: strings | ||
value: '{{tasks.cut.outputs.parameters.first-strings}}' | ||
- name: joiner | ||
value: ' ' | ||
depends: cut | ||
name: join | ||
template: join | ||
name: d | ||
- inputs: | ||
parameters: | ||
- name: cut-after | ||
- name: strings | ||
name: cut | ||
outputs: | ||
parameters: | ||
- name: first-strings | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/first-strings | ||
- name: remainder | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/remainder | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_dag_context:cut | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' | ||
- inputs: | ||
parameters: | ||
- name: strings | ||
- name: joiner | ||
name: join | ||
outputs: | ||
parameters: | ||
- name: joined-string | ||
valueFrom: | ||
path: /tmp/hera-outputs/parameters/joined-string | ||
script: | ||
args: | ||
- -m | ||
- hera.workflows.runner | ||
- -e | ||
- examples.workflows.experimental.pydantic_io_in_dag_context:join | ||
command: | ||
- python | ||
env: | ||
- name: hera__script_annotations | ||
value: '' | ||
- name: hera__outputs_directory | ||
value: /tmp/hera-outputs | ||
- name: hera__script_pydantic_io | ||
value: '' | ||
image: python:3.8 | ||
source: '{{inputs.parameters}}' |
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