def test_passing_params_overrides_polyaxonfiles(self):
run_config = CompiledOperationSpecification.read([
os.path.abspath("tests/fixtures/typing/required_inputs.yml"),
{
"kind": "compiled_operation"
},
])
with self.assertRaises(ValidationError):
CompiledOperationSpecification.apply_context(run_config)
assert run_config.inputs[0].value is None
assert run_config.inputs[1].value is None
run_config.apply_params(params={
"flag": {
"value": True
},
"loss": {
"value": "some-loss"
}
})
assert run_config.inputs[0].value == "some-loss"
assert run_config.inputs[1].value is True
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(
run_config)
assert run_config.version == 1.05
assert run_config.tags == ["foo", "bar"]
assert run_config.run.container.image == "my_image"
assert run_config.run.container.command == ["/bin/sh", "-c"]
assert (run_config.run.container.args ==
"video_prediction_train --loss=some-loss --flag")
def test_run_simple_file_passes(self):
run_config = V1CompiledOperation.read([
reader.read(
os.path.abspath(
"tests/fixtures/typing/run_cmd_simple_file.yml")),
{
"kind": "compiled_operation"
},
])
assert run_config.inputs[0].value == "MeanSquaredError"
assert run_config.inputs[1].value is None
validated_params = run_config.validate_params()
assert run_config.inputs[0].value == "MeanSquaredError"
assert run_config.inputs[1].value is None
assert {
"loss": V1Param(value="MeanSquaredError"),
"num_masks": V1Param(value=None),
} == {p.name: p.param
for p in validated_params}
with self.assertRaises(ValidationError):
CompiledOperationSpecification.apply_context(run_config)
validated_params = run_config.validate_params(
params={"num_masks": {
"value": 100
}})
assert {
"loss": V1Param(value="MeanSquaredError"),
"num_masks": V1Param(value=100),
} == {p.name: p.param
for p in validated_params}
assert run_config.run.container.args == [
"video_prediction_train",
"--num_masks={{num_masks}}",
"--loss={{loss}}",
]
with self.assertRaises(ValidationError):
# Applying context before applying params
CompiledOperationSpecification.apply_context(run_config)
run_config.apply_params(params={"num_masks": {"value": 100}})
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(
run_config)
assert run_config.version == 1.05
assert run_config.tags == ["foo", "bar"]
container = run_config.run.container
assert isinstance(container, k8s_schemas.V1Container)
assert container.image == "my_image"
assert container.command == ["/bin/sh", "-c"]
assert container.args == [
"video_prediction_train",
"--num_masks=100",
"--loss=MeanSquaredError",
]
def test_apply_params_extends_connections_and_init(self):
content = {
"version":
1.05,
"kind":
"compiled_operation",
"inputs": [
{
"name": "docker_image",
"type": types.IMAGE
},
{
"name": "git_repo",
"type": types.GIT
},
],
"run": {
"kind": V1RunKind.JOB,
"connections": ["{{ docker_image.connection }}"],
"container": {
"name": "polyaxon-main",
"image": "{{ docker_image.name }}",
"command": "train",
},
},
}
run_config = V1CompiledOperation.read(content)
# no params
with self.assertRaises(ValidationError):
CompiledOperationSpecification.apply_context(run_config)
params = {
"docker_image": {
"value":
V1ImageType(name="destination:tag",
connection="docker-registry")
},
"git_repo": {
"value": V1GitType(connection="repo-connection")
},
}
assert run_config.inputs[0].value is None
assert run_config.inputs[1].value is None
validated_params = run_config.validate_params(params=params)
run_config.apply_params(params=params)
assert params == {p.name: p.param.to_dict() for p in validated_params}
assert run_config.inputs[0].value.connection == "docker-registry"
assert run_config.inputs[1].value.connection == "repo-connection"
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_params(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(
run_config)
assert run_config.run.connections == ["docker-registry"]
def test_build_run_pipeline(self):
run_config = V1CompiledOperation.read(
[
os.path.abspath("tests/fixtures/pipelines/build_run_pipeline.yml"),
{"kind": "compiled_operation"},
]
)
run_config = CompiledOperationSpecification.apply_context(run_config)
assert len(run_config.run.operations) == 2
assert run_config.run.operations[0].name == "build"
assert run_config.run.operations[1].name == "run"
assert run_config.is_dag_run is True
assert run_config.has_pipeline is True
assert run_config.schedule is None
assert len(run_config.run.components) == 2
assert run_config.run.components[0].name == "experiment-template"
assert run_config.run.components[0].termination.to_dict() == {"maxRetries": 2}
assert run_config.run.components[0].run.to_dict() == {
"kind": V1RunKind.JOB,
"environment": {
"nodeSelector": {"polyaxon": "experiments"},
"serviceAccountName": "service",
"imagePullSecrets": ["secret1", "secret2"],
},
"container": {
"image": "{{ image }}",
"command": ["python3", "main.py"],
"args": "--lr={{ lr }}",
"name": "polyaxon-main",
"resources": {"requests": {"cpu": 1}},
},
}
assert run_config.run.components[1].name == "build-template"
assert run_config.run.components[1].run.container.image == "base"
assert run_config.run.operations[0].name == "build"
# Create a an op spec
run_config.run.set_op_component("run")
assert run_config.run.operations[1].has_component_reference is True
job_config = run_config.run.get_op_spec_by_index(1)
assert {p: job_config.params[p].to_dict() for p in job_config.params} == {
"image": {"value": "outputs.docker-image", "ref": "ops.build"},
"lr": {"value": 0.001},
}
run_config = OperationSpecification.compile_operation(job_config)
run_config.apply_params({"image": {"value": "foo"}, "lr": {"value": 0.001}})
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(run_config)
assert run_config.termination.to_dict() == {"maxRetries": 2}
assert run_config.run.to_dict() == {
"kind": V1RunKind.JOB,
"environment": {
"nodeSelector": {"polyaxon": "experiments"},
"serviceAccountName": "service",
"imagePullSecrets": ["secret1", "secret2"],
},
"container": {
"image": "foo",
"command": ["python3", "main.py"],
"args": "--lr=0.001",
"name": "polyaxon-main",
"resources": {"requests": {"cpu": 1}},
},
}
def test_required_inputs_with_params(self):
run_config = V1CompiledOperation.read([
os.path.abspath("tests/fixtures/typing/required_inputs.yml"),
{
"kind": "compiled_operation"
},
])
with self.assertRaises(ValidationError):
CompiledOperationSpecification.apply_context(run_config)
assert run_config.inputs[0].value is None
assert run_config.inputs[1].value is None
run_config.apply_params(params={
"loss": {
"value": "bar"
},
"flag": {
"value": False
}
})
assert run_config.inputs[0].value == "bar"
assert run_config.inputs[1].value is False
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(
run_config)
assert run_config.version == 1.1
assert run_config.tags == ["foo", "bar"]
assert run_config.run.container.image == "my_image"
assert run_config.run.container.command == ["/bin/sh", "-c"]
assert run_config.run.container.args == "video_prediction_train --loss=bar "
run_config = V1CompiledOperation.read([
os.path.abspath("tests/fixtures/typing/required_inputs.yml"),
{
"kind": "compiled_operation"
},
])
assert run_config.inputs[0].value is None
assert run_config.inputs[1].value is None
run_config.apply_params(params={
"loss": {
"value": "bar"
},
"flag": {
"value": True
}
})
assert run_config.inputs[0].value == "bar"
assert run_config.inputs[1].value is True
run_config = CompiledOperationSpecification.apply_context(run_config)
run_config = CompiledOperationSpecification.apply_run_contexts(
run_config)
assert run_config.version == 1.1
assert run_config.tags == ["foo", "bar"]
assert run_config.run.container.image == "my_image"
assert run_config.run.container.command == ["/bin/sh", "-c"]
assert (run_config.run.container.args ==
"video_prediction_train --loss=bar --flag")
# Adding extra value raises
with self.assertRaises(ValidationError):
run_config.validate_params(
params={
"loss": {
"value": "bar"
},
"flag": {
"value": True
},
"value": {
"value": 1.1
},
})
with self.assertRaises(PolyaxonfileError):
check_polyaxonfile(
polyaxonfile=os.path.abspath(
"tests/fixtures/typing/required_inputs.yml"),
params={
"loss": {
"value": "bar"
},
"value": {
"value": 1.1
}
},
is_cli=False,
)
# Adding non valid params raises
with self.assertRaises(ValidationError):
run_config.validate_params(params={"value": {"value": 1.1}})
