SDK/DSL/Compiler - Fixed compilation of dsl.Condition (#28)
* Fixed compilation of dsl.Conditional The compiler no longer produced intermediate steps. * Got rid of _create_new_groups * Changed the sub_group.type check * Fix tfx name bug in the tfma sample test (#67) * fix tfx name bug * update release build for the data publish
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@ -289,14 +289,17 @@ class Compiler(object):
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dependencies[downstream_groups[0]].add(upstream_groups[0])
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return dependencies
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def _create_condition(self, condition):
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left = ('{{inputs.parameters.%s}}' % self._param_full_name(condition.operand1)
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if isinstance(condition.operand1, dsl.PipelineParam)
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else str(condition.operand1))
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right = ('{{inputs.parameters.%s}}' % self._param_full_name(condition.operand2)
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if isinstance(condition.operand2, dsl.PipelineParam)
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else str(condition.operand2))
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return ('%s == %s' % (left, right))
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def _resolve_value_or_reference(self, value_or_reference, inputs):
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if isinstance(value_or_reference, dsl.PipelineParam):
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parameter_name = self._param_full_name(value_or_reference)
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task_names = [task_name for param_name, task_name in inputs if param_name == parameter_name]
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if task_names:
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task_name = task_names[0]
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return '{{tasks.%s.outputs.parameters.%s}}' % (task_name, parameter_name)
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else:
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return '{{inputs.parameters.%s}}' % parameter_name
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else:
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return str(value_or_reference)
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def _group_to_template(self, group, inputs, outputs, dependencies):
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"""Generate template given an OpsGroup.
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@ -326,89 +329,56 @@ class Compiler(object):
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template_outputs.sort(key=lambda x: x['name'])
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template['outputs'] = {'parameters': template_outputs}
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if group.type == 'condition':
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# This is a workaround for the fact that argo does not support conditions in DAG mode.
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# Basically, we insert an extra group that contains only the original group. The extra group
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# operates in "step" mode where condition is supported.
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only_child = group.groups[0]
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step = {
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'name': only_child.name,
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'template': only_child.name,
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# Generate tasks section.
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tasks = []
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for sub_group in group.groups + group.ops:
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task = {
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'name': sub_group.name,
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'template': sub_group.name,
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}
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if inputs.get(only_child.name, None):
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if isinstance(sub_group, dsl.OpsGroup) and sub_group.type == 'condition':
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subgroup_inputs = inputs.get(sub_group.name, [])
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condition = sub_group.condition
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condition_operation = '=='
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operand1_value = self._resolve_value_or_reference(condition.operand1, subgroup_inputs)
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operand2_value = self._resolve_value_or_reference(condition.operand2, subgroup_inputs)
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task['when'] = '{} {} {}'.format(operand1_value, condition_operation, operand2_value)
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# Generate dependencies section for this task.
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if dependencies.get(sub_group.name, None):
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group_dependencies = list(dependencies[sub_group.name])
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group_dependencies.sort()
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task['dependencies'] = group_dependencies
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# Generate arguments section for this task.
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if inputs.get(sub_group.name, None):
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arguments = []
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for param_name, dependent_name in inputs[only_child.name]:
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arguments.append({
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for param_name, dependent_name in inputs[sub_group.name]:
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if dependent_name:
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# The value comes from an upstream sibling.
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arguments.append({
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'name': param_name,
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'value': '{{tasks.%s.outputs.parameters.%s}}' % (dependent_name, param_name)
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})
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else:
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# The value comes from its parent.
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arguments.append({
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'name': param_name,
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'value': '{{inputs.parameters.%s}}' % param_name
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})
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})
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arguments.sort(key=lambda x: x['name'])
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step['arguments'] = {'parameters': arguments}
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step['when'] = self._create_condition(group.condition)
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template['steps'] = [[step]]
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else:
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# Generate tasks section.
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tasks = []
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for sub_group in group.groups + group.ops:
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task = {
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'name': sub_group.name,
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'template': sub_group.name,
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}
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# Generate dependencies section for this task.
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if dependencies.get(sub_group.name, None):
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group_dependencies = list(dependencies[sub_group.name])
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group_dependencies.sort()
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task['dependencies'] = group_dependencies
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# Generate arguments section for this task.
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if inputs.get(sub_group.name, None):
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arguments = []
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for param_name, dependent_name in inputs[sub_group.name]:
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if dependent_name:
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# The value comes from an upstream sibling.
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arguments.append({
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'name': param_name,
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'value': '{{tasks.%s.outputs.parameters.%s}}' % (dependent_name, param_name)
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})
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else:
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# The value comes from its parent.
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arguments.append({
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'name': param_name,
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'value': '{{inputs.parameters.%s}}' % param_name
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})
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arguments.sort(key=lambda x: x['name'])
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task['arguments'] = {'parameters': arguments}
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tasks.append(task)
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tasks.sort(key=lambda x: x['name'])
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template['dag'] = {'tasks': tasks}
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task['arguments'] = {'parameters': arguments}
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tasks.append(task)
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tasks.sort(key=lambda x: x['name'])
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template['dag'] = {'tasks': tasks}
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return template
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def _create_new_groups(self, root_group):
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"""Create a copy of the input group, and insert extra groups for conditions."""
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new_group = copy.deepcopy(root_group)
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def _insert_group_for_condition_helper(group):
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for i, g in enumerate(group.groups):
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if g.type == 'condition':
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child_condition_group = dsl.OpsGroup('condition-child', g.name + '-child')
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child_condition_group.ops = g.ops
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child_condition_group.groups = g.groups
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g.groups = [child_condition_group]
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g.ops = list()
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_insert_group_for_condition_helper(child_condition_group)
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else:
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_insert_group_for_condition_helper(g)
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_insert_group_for_condition_helper(new_group)
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return new_group
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def _create_templates(self, pipeline):
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"""Create all groups and ops templates in the pipeline."""
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# This is needed only because Argo does not support condition in DAG mode.
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# Revisit when https://github.com/argoproj/argo/issues/921 is fixed.
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new_root_group = self._create_new_groups(pipeline.groups[0])
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new_root_group = pipeline.groups[0]
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op_groups = self._get_groups_for_ops(new_root_group)
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inputs, outputs = self._get_inputs_outputs(pipeline, new_root_group, op_groups)
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@ -21,18 +21,6 @@ spec:
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entrypoint: pipeline-flip-coin
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serviceAccountName: pipeline-runner
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templates:
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- inputs:
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parameters:
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- name: flip-output
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name: condition-1
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steps:
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- - arguments:
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parameters:
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- name: flip-output
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value: '{{inputs.parameters.flip-output}}'
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name: condition-1-child
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template: condition-1-child
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when: '{{inputs.parameters.flip-output}} == heads'
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- dag:
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tasks:
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- arguments:
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@ -45,6 +33,7 @@ spec:
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- flip-again
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name: condition-2
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template: condition-2
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when: '{{tasks.flip-again.outputs.parameters.flip-again-output}} == tails'
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- arguments:
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parameters:
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- name: flip-output
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@ -54,22 +43,7 @@ spec:
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inputs:
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parameters:
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- name: flip-output
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name: condition-1-child
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- inputs:
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parameters:
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- name: flip-again-output
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- name: flip-output
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name: condition-2
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steps:
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- - arguments:
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parameters:
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- name: flip-again-output
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value: '{{inputs.parameters.flip-again-output}}'
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- name: flip-output
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value: '{{inputs.parameters.flip-output}}'
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name: condition-2-child
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template: condition-2-child
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when: '{{inputs.parameters.flip-again-output}} == tails'
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name: condition-1
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- dag:
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tasks:
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- arguments:
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@ -84,19 +58,7 @@ spec:
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parameters:
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- name: flip-again-output
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- name: flip-output
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name: condition-2-child
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- inputs:
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parameters:
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- name: flip-output
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name: condition-3
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steps:
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- - arguments:
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parameters:
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- name: flip-output
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value: '{{inputs.parameters.flip-output}}'
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name: condition-3-child
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template: condition-3-child
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when: '{{inputs.parameters.flip-output}} == tails'
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name: condition-2
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- dag:
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tasks:
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- arguments:
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@ -108,7 +70,7 @@ spec:
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inputs:
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parameters:
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- name: flip-output
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name: condition-3-child
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name: condition-3
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- container:
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args:
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- python -c "import random; result = 'heads' if random.randint(0,1) == 0 else
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@ -201,6 +163,7 @@ spec:
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- flip
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name: condition-1
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template: condition-1
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when: '{{tasks.flip.outputs.parameters.flip-output}} == heads'
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- arguments:
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parameters:
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- name: flip-output
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@ -209,6 +172,7 @@ spec:
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- flip
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name: condition-3
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template: condition-3
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when: '{{tasks.flip.outputs.parameters.flip-output}} == tails'
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- name: flip
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template: flip
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name: pipeline-flip-coin
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