Add SDK-declared workload UI elements and reduction metadata
This commit is contained in:
@@ -59,6 +59,7 @@ from .manifest import (
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WorkloadLimits,
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WorkloadManifest,
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)
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from .ui import UIElement
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from .plans import ExpansionManifest, JobRequest, TaskSpec, ValidatedJob, WorkflowPlan
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from .protocols import (
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ArtifactCatalog,
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+12
-2
@@ -19,8 +19,9 @@ from __future__ import annotations
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import hashlib
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import shutil
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from collections.abc import Mapping, Sequence
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from pathlib import Path
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from typing import Any, Mapping, Sequence
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from typing import Any
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from .artifacts import (
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ArtifactCollection,
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@@ -50,6 +51,7 @@ from .plans import JobRequest, TaskSpec, ValidatedJob, WorkflowPlan
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from .protocols import PlanningContext, ReduceContext, TaskContext
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from .registry import WorkloadDefinition
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from .resources import ResourceRequirements
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from .ui import UIElement
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from .verification import ExactArtifactVerifier
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from .workflow import ArtifactEdge, PortRef, StageKind, StageSpec, WorkflowSpec
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@@ -133,7 +135,9 @@ class MapReduceWorkload:
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port), ``map_parameter_names``, ``reduce_parameter_names``, ``capabilities``,
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``trust_modes``, ``workflow_id``, ``limits``, ``resources``, ``execution``,
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``map_entry_point``, ``reduce_entry_point``, ``shard_rows`` (default 1000,
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used only by the default ``partition_input``).
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used only by the default ``partition_input``), ``ui_elements`` (tuple of
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``UIElement`` declarations that shape the operator "new job" form in the
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coordinator UI; each ``field`` must name a ``parameters_schema`` property).
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"""
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workload_id: WorkloadId
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@@ -155,6 +159,9 @@ class MapReduceWorkload:
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map_entry_point: str | None = None
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reduce_entry_point: str | None = None
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shard_rows: int = 1_000
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ui_elements: tuple[UIElement, ...] = ()
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reduction: str = "ordered-concat"
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upload_ready: bool = True
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def __init__(
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self,
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@@ -291,6 +298,9 @@ class MapReduceWorkload:
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limits=limits,
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capabilities=self.capabilities,
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conformance_profiles=("core-batch-v1",),
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ui_elements=tuple(self.ui_elements),
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reduction=self.reduction,
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upload_ready=self.upload_ready,
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)
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self._exact_verifier = _EXACT_VERIFIER
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self._limits = limits
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+47
-9
@@ -4,10 +4,11 @@ from __future__ import annotations
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import json
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import re
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from collections.abc import Mapping
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from dataclasses import dataclass
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from enum import Enum
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from types import MappingProxyType
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from typing import Any, Mapping
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from typing import Any
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from ._validation import (
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canonical_json,
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@@ -16,8 +17,8 @@ from ._validation import (
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require_exact_keys,
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require_identifier,
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require_positive_int,
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require_sha256,
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require_schema_version,
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require_sha256,
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require_string,
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thaw_json,
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)
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@@ -29,8 +30,9 @@ from .identity import (
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VersionRange,
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WorkloadId,
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)
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from .workflow import StageKind, WorkflowSpec
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from .schema import validate_schema_definition
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from .ui import UIElement, ui_elements_from_list
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from .workflow import StageKind, WorkflowSpec
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class DeterminismProfile(str, Enum):
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@@ -100,7 +102,7 @@ class PackageSpec:
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}
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@classmethod
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def from_dict(cls, value: object) -> "PackageSpec":
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def from_dict(cls, value: object) -> PackageSpec:
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if not isinstance(value, Mapping):
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raise ValueError("package specification must be an object")
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require_exact_keys(
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@@ -146,7 +148,7 @@ class EnvironmentSpec:
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}
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@classmethod
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def from_dict(cls, value: object) -> "EnvironmentSpec":
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def from_dict(cls, value: object) -> EnvironmentSpec:
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if not isinstance(value, Mapping):
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raise ValueError("environment specification must be an object")
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require_exact_keys(
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@@ -186,7 +188,7 @@ class VerifierSpec:
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}
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@classmethod
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def from_dict(cls, value: object) -> "VerifierSpec":
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def from_dict(cls, value: object) -> VerifierSpec:
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if not isinstance(value, Mapping):
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raise ValueError("verifier specification must be an object")
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require_exact_keys(
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@@ -236,7 +238,7 @@ class WorkloadLimits:
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}
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@classmethod
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def from_dict(cls, value: object) -> "WorkloadLimits":
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def from_dict(cls, value: object) -> WorkloadLimits:
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if not isinstance(value, Mapping):
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raise ValueError("workload limits must be an object")
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fields = {
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@@ -265,6 +267,15 @@ def _ports(
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return MappingProxyType(result)
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_REDUCTION_MODES = ("top-k", "ordered-concat")
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def _reduction(value: object) -> str:
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if value not in _REDUCTION_MODES:
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raise ValueError(f"reduction must be one of: {', '.join(_REDUCTION_MODES)}")
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return value # type: ignore[return-value]
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@dataclass(frozen=True, slots=True)
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class WorkloadManifest:
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"""The installed workload's complete, immutable declaration.
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@@ -294,6 +305,9 @@ class WorkloadManifest:
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conformance_profiles: tuple[str, ...]
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required_features: tuple[FeatureRequirement, ...] = ()
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optional_features: tuple[FeatureRequirement, ...] = ()
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ui_elements: tuple[UIElement, ...] = ()
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reduction: str = "ordered-concat"
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upload_ready: bool = True
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manifest_schema_version: int = MANIFEST_SCHEMA_VERSION
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def __post_init__(self) -> None:
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@@ -336,6 +350,17 @@ class WorkloadManifest:
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raise ValueError("parameters_schema exceeds 1 MiB")
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validate_schema_definition(schema)
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object.__setattr__(self, "parameters_schema", schema)
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properties = dict(schema["properties"])
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ui_elements = ui_elements_from_list(self.ui_elements, "ui_elements")
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for element in ui_elements:
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if element.field not in properties:
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raise ValueError(
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f"ui element {element.field!r} is not a declared parameter"
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)
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object.__setattr__(self, "ui_elements", ui_elements)
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object.__setattr__(self, "reduction", _reduction(self.reduction))
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if not isinstance(self.upload_ready, bool):
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raise ValueError("upload_ready must be a boolean")
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if not isinstance(self.workflow, WorkflowSpec):
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raise ValueError("workflow must be a WorkflowSpec")
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object.__setattr__(
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@@ -485,13 +510,16 @@ class WorkloadManifest:
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"conformance_profiles": list(self.conformance_profiles),
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"required_features": [item.to_dict() for item in self.required_features],
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"optional_features": [item.to_dict() for item in self.optional_features],
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"ui_elements": [element.to_dict() for element in self.ui_elements],
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"reduction": self.reduction,
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"upload_ready": self.upload_ready,
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}
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def to_json(self) -> str:
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return canonical_json(self.to_dict())
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@classmethod
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def from_dict(cls, value: object) -> "WorkloadManifest":
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def from_dict(cls, value: object) -> WorkloadManifest:
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if not isinstance(value, Mapping):
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raise ValueError("workload manifest must be an object")
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fields = {
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@@ -514,6 +542,9 @@ class WorkloadManifest:
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"conformance_profiles",
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"required_features",
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"optional_features",
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"ui_elements",
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"reduction",
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"upload_ready",
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}
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require_exact_keys(value, fields, "workload manifest")
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inputs, outputs = value["inputs"], value["outputs"]
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@@ -523,6 +554,7 @@ class WorkloadManifest:
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value["conformance_profiles"],
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value["required_features"],
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value["optional_features"],
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value["ui_elements"],
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)
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if not isinstance(inputs, Mapping) or not isinstance(outputs, Mapping):
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raise ValueError("manifest inputs and outputs must be objects")
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@@ -556,10 +588,16 @@ class WorkloadManifest:
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FeatureRequirement.from_dict(item)
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for item in value["optional_features"] # type: ignore[union-attr]
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),
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ui_elements=ui_elements_from_list(
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tuple(value["ui_elements"]),
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"ui_elements", # type: ignore[arg-type]
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),
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reduction=value["reduction"], # type: ignore[arg-type]
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upload_ready=value["upload_ready"], # type: ignore[arg-type]
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)
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@classmethod
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def from_json(cls, value: str) -> "WorkloadManifest":
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def from_json(cls, value: str) -> WorkloadManifest:
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try:
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decoded = json.loads(value)
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except (TypeError, json.JSONDecodeError, RecursionError) as error:
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@@ -0,0 +1,137 @@
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"""Workload-declared UI elements for the operator "new job" form.
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Workloads may declare how their parameters should be rendered in the
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coordinator UI. These declarations are presentation metadata only: the
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strict parameter schema remains the authoritative validation contract, and
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the UI falls back to schema-derived controls when a workload declares no
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elements.
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"""
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from __future__ import annotations
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from collections.abc import Mapping, Sequence
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from dataclasses import dataclass
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from typing import Any
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from ._validation import (
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freeze_json,
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require_exact_keys,
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require_identifier,
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require_string,
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)
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_WIDGETS = {"text", "textarea", "number", "select", "checkbox"}
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def _optional_string(value: object, field: str) -> str:
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if value == "":
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return ""
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return require_string(value, field)
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@dataclass(frozen=True, slots=True)
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class UIElement:
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"""One form control bound to a workload parameter.
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``field`` must name a property of the workload's ``parameters_schema``;
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``widget`` is one of ``text``, ``textarea``, ``number``, ``select``, or
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``checkbox``; ``options`` are required for ``select``. ``default`` must be
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JSON-safe (``None``, boolean, number, or string).
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"""
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field: str
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widget: str
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label: str
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help: str = ""
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placeholder: str = ""
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options: tuple[str, ...] = ()
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default: Any = None
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order: int = 0
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group: str = ""
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def __post_init__(self) -> None:
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object.__setattr__(self, "field", require_identifier(self.field, "ui.field"))
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object.__setattr__(self, "widget", require_identifier(self.widget, "ui.widget"))
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if self.widget not in _WIDGETS:
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raise ValueError(f"ui.widget must be one of: {', '.join(sorted(_WIDGETS))}")
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object.__setattr__(self, "label", require_string(self.label, "ui.label"))
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object.__setattr__(self, "help", _optional_string(self.help, "ui.help"))
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object.__setattr__(
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self,
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"placeholder",
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_optional_string(self.placeholder, "ui.placeholder"),
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)
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options = tuple(require_string(value, "ui.option") for value in self.options)
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if len(options) != len(set(options)):
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raise ValueError("ui.options must be unique")
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if self.widget == "select" and not options:
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raise ValueError("select ui elements require options")
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object.__setattr__(self, "options", options)
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freeze_json(self.default, "ui.default")
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object.__setattr__(self, "order", self.order)
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if isinstance(self.order, bool) or not isinstance(self.order, int):
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raise ValueError("ui.order must be an integer")
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object.__setattr__(self, "group", _optional_string(self.group, "ui.group"))
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def to_dict(self) -> dict[str, Any]:
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return {
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"field": self.field,
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"widget": self.widget,
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"label": self.label,
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"help": self.help,
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"placeholder": self.placeholder,
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"options": list(self.options),
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"default": self.default,
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"order": self.order,
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"group": self.group,
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}
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@classmethod
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def from_dict(cls, value: object) -> UIElement:
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if not isinstance(value, Mapping):
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raise ValueError("ui element must be an object")
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require_exact_keys(
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value,
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{
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"field",
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"widget",
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"label",
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"help",
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"placeholder",
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"options",
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"default",
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"order",
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"group",
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},
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"ui element",
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)
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options = value["options"]
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if not isinstance(options, list):
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raise ValueError("ui.options must be an array")
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return cls(
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field=value["field"], # type: ignore[arg-type]
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widget=value["widget"], # type: ignore[arg-type]
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label=value["label"], # type: ignore[arg-type]
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help=value["help"], # type: ignore[arg-type]
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placeholder=value["placeholder"], # type: ignore[arg-type]
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options=tuple(options),
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default=value["default"],
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order=value["order"], # type: ignore[arg-type]
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group=value["group"], # type: ignore[arg-type]
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)
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def ui_elements_from_list(value: Sequence[object], field: str) -> tuple[UIElement, ...]:
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"""Validate and freeze a manifest ``ui_elements`` declaration."""
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elements: list[UIElement] = []
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for item in value:
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if isinstance(item, UIElement):
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elements.append(item)
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elif isinstance(item, Mapping):
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elements.append(UIElement.from_dict(item))
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else:
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raise ValueError(f"{field} must contain UIElement values")
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names = [element.field for element in elements]
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if len(names) != len(set(names)):
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raise ValueError(f"{field} fields must be unique")
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return tuple(elements)
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@@ -9,13 +9,15 @@ partition, compute, and merge.
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from __future__ import annotations
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from collections.abc import Mapping
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from pathlib import Path
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from typing import Any, Mapping
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from typing import Any
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from scimesh.sdk.artifacts import ArtifactSchema, ComponentRef, PortSpec
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from scimesh.sdk.batch import MapReduceWorkload
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from scimesh.sdk.identity import SchemaRef, WorkloadId
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from scimesh.sdk.registry import WorkloadDefinition
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from scimesh.sdk.ui import UIElement
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from ..environment import current_environment_digest, current_scimesh_package_digest
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from .core import (
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@@ -88,6 +90,16 @@ class DescriptorBatchWorkload(MapReduceWorkload):
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reduce_parameter_names = ("skip_invalid",)
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map_entry_point = MAP_ENTRY_POINT
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reduce_entry_point = REDUCE_ENTRY_POINT
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ui_elements = (
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UIElement(
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"skip_invalid",
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"checkbox",
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"Skip invalid molecules",
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help="Skip rows with invalid SMILES instead of failing the shard.",
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default=True,
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order=1,
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),
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)
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|
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def __init__(
|
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self,
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|
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@@ -9,8 +9,9 @@ byte-identical to the local brute-force reference.
|
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|
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from __future__ import annotations
|
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|
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from collections.abc import Mapping, Sequence
|
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from pathlib import Path
|
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from typing import Any, Mapping, Sequence
|
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from typing import Any
|
||||
|
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from scimesh.sdk.artifacts import (
|
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ArtifactCollection,
|
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@@ -23,6 +24,7 @@ from scimesh.sdk.identity import SchemaRef, WorkloadId
|
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from scimesh.sdk.plans import TaskSpec, ValidatedJob
|
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from scimesh.sdk.protocols import PlanningContext
|
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from scimesh.sdk.registry import WorkloadDefinition
|
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from scimesh.sdk.ui import UIElement
|
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from scimesh.sdk.workflow import StageSpec
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from ..environment import current_environment_digest, current_scimesh_package_digest
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@@ -109,8 +111,35 @@ class SimilarityGraphSDKWorkload(MapReduceWorkload):
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"max_rows",
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)
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workflow_id = "graph-block-pairs-v1"
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upload_ready = False
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map_entry_point = MAP_ENTRY_POINT
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reduce_entry_point = REDUCE_ENTRY_POINT
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ui_elements = (
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UIElement(
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"threshold",
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"number",
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"Similarity threshold",
|
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help="Minimum (greater) or maximum (less) edge similarity. Required.",
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order=1,
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),
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UIElement(
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"threshold_direction",
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"select",
|
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"Direction",
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help="Whether to keep edges above (greater) or below (less) the threshold.",
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options=("greater", "less"),
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default="greater",
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order=2,
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),
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UIElement(
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"block_size",
|
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"number",
|
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"Block size",
|
||||
help="Deterministic block size for pair sharding.",
|
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default=100,
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order=3,
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),
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)
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|
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def domain_validate(self, parameters: Mapping[str, Any]) -> None:
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unknown = set(parameters) - {
|
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|
||||
@@ -8,13 +8,15 @@ header-preserving concatenation, so nothing else is needed.
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from collections.abc import Mapping
|
||||
from pathlib import Path
|
||||
from typing import Any, Mapping
|
||||
from typing import Any
|
||||
|
||||
from scimesh.sdk.artifacts import ArtifactSchema, ComponentRef, PortSpec
|
||||
from scimesh.sdk.batch import MapReduceWorkload
|
||||
from scimesh.sdk.identity import SchemaRef, WorkloadId
|
||||
from scimesh.sdk.registry import WorkloadDefinition
|
||||
from scimesh.sdk.ui import UIElement
|
||||
|
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from ..environment import current_environment_digest, current_scimesh_package_digest
|
||||
from .core import MOLWT_COLUMNS, filter_molecules_by_molwt
|
||||
@@ -93,6 +95,32 @@ class MolwtFilterWorkload(MapReduceWorkload):
|
||||
reduce_parameter_names = ("min_molwt", "max_molwt", "skip_invalid")
|
||||
map_entry_point = MAP_ENTRY_POINT
|
||||
reduce_entry_point = REDUCE_ENTRY_POINT
|
||||
ui_elements = (
|
||||
UIElement(
|
||||
"min_molwt",
|
||||
"number",
|
||||
"Minimum molecular weight",
|
||||
help="Keep molecules with MolWt at least this value. Optional.",
|
||||
placeholder="e.g. 100",
|
||||
order=1,
|
||||
),
|
||||
UIElement(
|
||||
"max_molwt",
|
||||
"number",
|
||||
"Maximum molecular weight",
|
||||
help="Keep molecules with MolWt at most this value. Optional.",
|
||||
placeholder="e.g. 600",
|
||||
order=2,
|
||||
),
|
||||
UIElement(
|
||||
"skip_invalid",
|
||||
"checkbox",
|
||||
"Skip invalid molecules",
|
||||
help="Skip rows with invalid SMILES instead of failing the shard.",
|
||||
default=True,
|
||||
order=3,
|
||||
),
|
||||
)
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
|
||||
@@ -9,8 +9,9 @@ and merge.
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from collections.abc import Mapping, Sequence
|
||||
from pathlib import Path
|
||||
from typing import Any, Mapping, Sequence
|
||||
from typing import Any
|
||||
|
||||
from rdkit import Chem
|
||||
|
||||
@@ -21,6 +22,7 @@ from scimesh.sdk.batch import MapReduceWorkload
|
||||
from scimesh.sdk.identity import SchemaRef, WorkloadId
|
||||
from scimesh.sdk.plans import JobRequest, ValidatedJob
|
||||
from scimesh.sdk.registry import WorkloadDefinition
|
||||
from scimesh.sdk.ui import UIElement
|
||||
|
||||
from ..environment import current_environment_digest, current_scimesh_package_digest
|
||||
from .core import merge_search_partials, run_search_shard, write_search_shards
|
||||
@@ -112,6 +114,48 @@ class SimilaritySearchSDKWorkload(MapReduceWorkload):
|
||||
reduce_parameter_names = _MAP_PARAMETERS + ("query_source", "fingerprint")
|
||||
map_entry_point = MAP_ENTRY_POINT
|
||||
reduce_entry_point = REDUCE_ENTRY_POINT
|
||||
reduction = "top-k"
|
||||
ui_elements = (
|
||||
UIElement(
|
||||
"query_id",
|
||||
"text",
|
||||
"Query molecule id",
|
||||
help="ChEMBL id of the query molecule. Provide exactly one of id or SMILES.",
|
||||
order=1,
|
||||
),
|
||||
UIElement(
|
||||
"query_smiles",
|
||||
"text",
|
||||
"Query molecule SMILES",
|
||||
help="SMILES of the query molecule. Provide exactly one of id or SMILES.",
|
||||
order=2,
|
||||
),
|
||||
UIElement(
|
||||
"top_k",
|
||||
"number",
|
||||
"Top k",
|
||||
help="Number of most similar molecules to keep per shard (global merge keeps the best of these).",
|
||||
default=20,
|
||||
order=3,
|
||||
),
|
||||
UIElement(
|
||||
"threshold_direction",
|
||||
"select",
|
||||
"Direction",
|
||||
help="Keep molecules with similarity greater or less than the threshold.",
|
||||
options=("greater", "less"),
|
||||
default="greater",
|
||||
order=4,
|
||||
),
|
||||
UIElement(
|
||||
"threshold",
|
||||
"number",
|
||||
"Similarity threshold",
|
||||
help="Optional similarity bound: results are filtered to this direction.",
|
||||
placeholder="e.g. 0.8",
|
||||
order=5,
|
||||
),
|
||||
)
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
|
||||
@@ -50,6 +50,12 @@ class WorkloadCLI:
|
||||
)
|
||||
export_parser.set_defaults(workload_handler=self.export_workloads)
|
||||
|
||||
allowlist_parser = subparsers.add_parser(
|
||||
"allowlist",
|
||||
help="Print the installed-package workload allowlist for worker configuration.",
|
||||
)
|
||||
allowlist_parser.set_defaults(workload_handler=self.export_allowlist)
|
||||
|
||||
run_parser = subparsers.add_parser(
|
||||
"run", help="Run one SDK workload locally against an input file."
|
||||
)
|
||||
@@ -147,6 +153,11 @@ class WorkloadCLI:
|
||||
"verifier": manifest.verifier.verifier.canonical,
|
||||
"enabled": item.enabled,
|
||||
"parameters_schema": thaw_json(manifest.parameters_schema),
|
||||
"ui_elements": [
|
||||
element.to_dict() for element in manifest.ui_elements
|
||||
],
|
||||
"reduction": manifest.reduction,
|
||||
"upload_ready": manifest.upload_ready,
|
||||
"inputs": {
|
||||
name: port.schema.to_dict()
|
||||
for name, port in manifest.inputs.items()
|
||||
@@ -158,7 +169,7 @@ class WorkloadCLI:
|
||||
}
|
||||
)
|
||||
payload: dict[str, object] = {
|
||||
"schema_version": 1,
|
||||
"schema_version": 2,
|
||||
"generated_by": "scimesh workload export",
|
||||
"workloads": workloads,
|
||||
}
|
||||
@@ -169,6 +180,38 @@ class WorkloadCLI:
|
||||
print(f"Exported {len(workloads)} workloads to {args.output}")
|
||||
return 0
|
||||
|
||||
def export_allowlist(self, args: argparse.Namespace) -> int:
|
||||
"""Print the allowlist JSON that worker environments consume.
|
||||
|
||||
The printed array feeds ``SCIMESH_WORKLOAD_ALLOWLIST`` on workers and
|
||||
mirrors the digest pins of the installed distribution.
|
||||
"""
|
||||
import json
|
||||
|
||||
registry = self._registry(args)
|
||||
payload = []
|
||||
for item in sorted(
|
||||
registry.descriptions(), key=lambda value: value.workload.name
|
||||
):
|
||||
if not item.enabled:
|
||||
continue
|
||||
definition, _ = registry.require(
|
||||
item.workload.name,
|
||||
item.workload.version,
|
||||
item.package_digest,
|
||||
)
|
||||
manifest = definition.manifest
|
||||
payload.append(
|
||||
{
|
||||
"distribution": manifest.package.distribution,
|
||||
"name": manifest.workload.name,
|
||||
"version": manifest.workload.version,
|
||||
"digest": manifest.package.digest,
|
||||
}
|
||||
)
|
||||
print(json.dumps(payload, indent=2, sort_keys=True))
|
||||
return 0
|
||||
|
||||
def run_workload(self, args: argparse.Namespace) -> int:
|
||||
registry = self._registry(args)
|
||||
descriptions = registry.descriptions()
|
||||
|
||||
@@ -241,7 +241,7 @@ def test_workload_cli_exports_the_library_as_json(tmp_path: Path) -> None:
|
||||
output = tmp_path / "workloads.json"
|
||||
assert main(["workload", "export", "-o", str(output)]) == 0
|
||||
payload = json.loads(output.read_text(encoding="utf-8"))
|
||||
assert payload["schema_version"] == 1
|
||||
assert payload["schema_version"] == 2
|
||||
names = [item["name"] for item in payload["workloads"]]
|
||||
assert names == sorted(
|
||||
["descriptor-batch", "molwt-filter", "similarity-graph", "similarity-search"]
|
||||
@@ -253,7 +253,9 @@ def test_workload_cli_exports_the_library_as_json(tmp_path: Path) -> None:
|
||||
assert item["verifier"] == "exact-artifact@1"
|
||||
assert "input" in item["inputs"]
|
||||
assert "result" in item["outputs"]
|
||||
molwt = next(item for item in payload["workloads"] if item["name"] == "molwt-filter")
|
||||
molwt = next(
|
||||
item for item in payload["workloads"] if item["name"] == "molwt-filter"
|
||||
)
|
||||
assert molwt["parameters_schema"]["properties"] == {
|
||||
"min_molwt": {
|
||||
"type": "number",
|
||||
@@ -271,3 +273,38 @@ def test_workload_cli_exports_the_library_as_json(tmp_path: Path) -> None:
|
||||
"description": "Skip rows with invalid SMILES instead of failing",
|
||||
},
|
||||
}
|
||||
assert molwt["ui_elements"] == [
|
||||
{
|
||||
"field": "min_molwt",
|
||||
"widget": "number",
|
||||
"label": "Minimum molecular weight",
|
||||
"help": "Keep molecules with MolWt at least this value. Optional.",
|
||||
"placeholder": "e.g. 100",
|
||||
"options": [],
|
||||
"default": None,
|
||||
"order": 1,
|
||||
"group": "",
|
||||
},
|
||||
{
|
||||
"field": "max_molwt",
|
||||
"widget": "number",
|
||||
"label": "Maximum molecular weight",
|
||||
"help": "Keep molecules with MolWt at most this value. Optional.",
|
||||
"placeholder": "e.g. 600",
|
||||
"options": [],
|
||||
"default": None,
|
||||
"order": 2,
|
||||
"group": "",
|
||||
},
|
||||
{
|
||||
"field": "skip_invalid",
|
||||
"widget": "checkbox",
|
||||
"label": "Skip invalid molecules",
|
||||
"help": "Skip rows with invalid SMILES instead of failing the shard.",
|
||||
"placeholder": "",
|
||||
"options": [],
|
||||
"default": True,
|
||||
"order": 3,
|
||||
"group": "",
|
||||
},
|
||||
]
|
||||
|
||||
Reference in New Issue
Block a user