Commit 2d13916
Saeid Barati
Add IOType ABC, Json, Struct, and the datastore bridge
On top of Netflix#3117, this ships the typed-artifact layer. Scope kept
deliberately small:
- ``IOType`` ABC — the contract extension authors target.
- ``Json`` and ``Struct`` — two concrete types with clear standalone
value in core (wire format for CLI/IPC, cross-language JSON bytes
on storage, self-describing schemas via ``to_spec()``, no pickle
code-execution risk).
- ``IOTypeSerializer`` — the bridge that plugs any ``IOType`` instance
into the ``ArtifactSerializer`` dispatch added by Netflix#3117 so save/load
through the datastore just works.
What's intentionally *not* in this PR
- Primitive wrappers (Int32/Int64/Float32/Float64/Bool/Text). Standard
Python numbers and strings flow through ``PickleSerializer``
unchanged. Wrapping is opt-in, for cases where you want
constraints/metadata attached.
- ``Tensor``. Pulls in numpy + byte-order/dtype opinions; belongs in an
extension that can own those choices.
- ``List`` / ``Map`` / ``Enum``. Thin wrappers whose value over plain
JSON is mostly ``to_spec()`` — not enough on their own for core.
Contract
``serialize(format=...)`` / ``deserialize(data, format=..., **kw)``
mirror the ``ArtifactSerializer`` signature from Netflix#3117 and use the same
``WIRE`` / ``STORAGE`` constants, so one subclass owns both
representations:
- ``STORAGE`` → ``(List[SerializedBlob], metadata_dict)`` for
persisting through the datastore.
- ``WIRE`` → ``str`` for CLI args, protobuf payloads, and
cross-process IPC.
Subclasses implement four hooks (``_wire_serialize``,
``_wire_deserialize``, ``_storage_serialize``,
``_storage_deserialize``). ``type_name`` + ``to_spec()`` support JSON
schema generation. Instantiating without the hooks raises
``TypeError``.
``IOTypeSerializer`` is registered via ``ARTIFACT_SERIALIZERS_DESC``
with ``PRIORITY=50`` — ahead of the default 100 so it catches
``IOType`` instances before a generic catch-all, and always ahead of
the ``PickleSerializer`` fallback (9999). It implements only
``STORAGE``; wire encoding is produced by calling
``IOType.serialize(format=WIRE)`` directly.
Tests
- ``test/unit/io_types/test_base.py`` — abstract instantiation,
WIRE/STORAGE dispatch, invalid format, equality/hash, spec.
- ``test/unit/io_types/test_json_type.py`` — round-trips.
- ``test/unit/io_types/test_struct_type.py`` — dataclass round-trip,
dict round-trip, ``to_spec()`` with dataclass fields.
- ``test/unit/io_types/test_iotype_serializer.py`` — bridge
``can_serialize``/``can_deserialize``, round-trip through
dataclass reconstruction, rejection of non-IOType classes in
metadata (security), WIRE not supported on the bridge.1 parent 79ed3ef commit 2d13916
11 files changed
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File tree
- metaflow
- io_types
- plugins
- datastores/serializers
- test/unit/io_types
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