mirror of
https://github.com/lancedb/lancedb.git
synced 2026-10-13 15:22:30 +00:00
feat: carry Function initialization in the canonical model
A Function instance is created with one initialization row whose schema the Function declares. Bindings, not Function versions, own the values: FunctionSignature.initialization lists the fields, a FunctionApplication carries the values as transport JSON, and a FunctionBinding persists the validated one-row Arrow IPC stream every instance of that binding uses.
This commit is contained in:
Xuanwo
@@ -256,8 +256,16 @@ class SecretBinding(_RemoteValue):
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class FunctionSignature(_RemoteValue):
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"""Ordered inputs, output, and initialization fields of a Function.
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``initialization`` lists the fields of the single row each Function
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instance is created with. Values come from each binding, not from the
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Function version; the tuple is empty when the Function takes none.
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"""
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inputs: tuple[FunctionParameter, ...]
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output: FunctionOutput
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initialization: tuple[FunctionParameter, ...] = ()
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class PythonEnvironmentSpec(_RemoteValue):
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@@ -478,6 +486,10 @@ class FunctionApplication(_OpenRemoteValue):
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inputs: tuple[ApplicationInput, ...]
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output: FunctionOutput
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columns: Mapping[str, str] = Field(default_factory=dict)
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# Transport JSON: the service validates it against the Function's
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# initialization schema and persists the Arrow row in the binding, so it is
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# never hashed and floating-point values are allowed.
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initialization: Mapping[str, Any] = Field(default_factory=dict)
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def _known_dict(self) -> dict[str, Any]:
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value = super()._known_dict()
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@@ -560,6 +572,15 @@ class FunctionBinding(_RemoteValue):
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assignment: Optional[AssignmentMapping] = None
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input_schema: Optional[Mapping[str, Any]] = None
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output_schema: Optional[Mapping[str, Any]] = None
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initialization: Optional[str] = None
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"""Standard base64 of the validated one-row Arrow IPC initialization stream."""
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def initialization_row(self) -> Optional[dict[str, Any]]:
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"""The initialization values this binding creates instances with."""
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if self.initialization is None:
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return None
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reader = pa.ipc.open_stream(base64.b64decode(self.initialization))
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return reader.read_all().to_pylist()[0]
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class RefreshColumnResult(_RemoteValue):
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@@ -83,6 +83,18 @@ def test_public_function_values_are_in_api_reference():
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FunctionBinding,
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False,
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),
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(
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"remote_initialized_function_application.json",
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"remote_initialized_function_application.canonical.json",
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FunctionApplication,
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False,
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),
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(
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"remote_initialized_function_binding.json",
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"remote_initialized_function_binding.canonical.json",
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FunctionBinding,
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False,
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),
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(
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"remote_refresh_job.json",
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"remote_refresh_result.canonical.json",
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@@ -269,6 +281,32 @@ def test_binding_and_refresh_result_keep_stable_remote_fields():
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assert RefreshColumnResult.from_json(result.to_canonical_json()) == result
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def test_initialization_travels_on_the_application_and_binding():
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application = FunctionApplication.from_json(
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fixture("remote_initialized_function_application.json")
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)
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assert application.initialization["temperature"] == 0.25
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assert application.initialization["retry"]["backoff"] == (1, 2, 4)
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application._ensure_declarable()
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binding = FunctionBinding.from_json(
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fixture("remote_initialized_function_binding.json")
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)
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assert binding.initialization_row() == {
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"model": "text-embedding-3-small",
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"dimensions": 512,
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}
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assert FunctionBinding.from_json(
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fixture("remote_function_binding.json")
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).initialization_row() is None
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signature = FunctionVersion.from_json(
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json.dumps(job_result("remote_function_job.json"))
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).signature
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assert signature.initialization == ()
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assert "initialization" not in json.loads(signature.to_canonical_json())
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def test_function_literal_numeric_domain_matches_rust():
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with pytest.raises(ValueError, match="floating-point Function literals"):
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FunctionApplication.from_json(fixture("remote_function_application_float.json"))
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Generated
+90
-87
@@ -10,6 +10,9 @@ resolution-markers = [
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"python_full_version < '3.11'",
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]
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[options]
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prerelease-mode = "allow"
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[[package]]
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name = "accelerate"
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version = "1.14.0"
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@@ -799,7 +802,7 @@ name = "cuda-bindings"
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version = "13.3.1"
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source = { registry = "https://pypi.org/simple" }
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dependencies = [
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{ name = "cuda-pathfinder", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
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{ name = "cuda-pathfinder" },
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]
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wheels = [
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{ url = "https://files.pythonhosted.org/packages/a9/21/8464d133752951c154feafb3b65c297e7d80f301183d220bec4c830f1441/cuda_bindings-13.3.1-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:120fcc53d57903df529c3486962c56528cba5b7d6c57c99537320ed9922c8b86", size = 6073403, upload-time = "2026-05-29T23:11:36.22Z" },
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@@ -834,37 +837,37 @@ wheels = [
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[package.optional-dependencies]
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cublas = [
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{ name = "nvidia-cublas", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cublas" },
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]
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cudart = [
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{ name = "nvidia-cuda-runtime", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cuda-runtime" },
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]
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cufft = [
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{ name = "nvidia-cufft", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cufft" },
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]
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cufile = [
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{ name = "nvidia-cufile", marker = "sys_platform == 'linux'" },
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{ name = "nvidia-cufile" },
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]
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cupti = [
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{ name = "nvidia-cuda-cupti", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cuda-cupti" },
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]
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curand = [
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{ name = "nvidia-curand", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-curand" },
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]
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cusolver = [
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{ name = "nvidia-cusolver", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cusolver" },
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]
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cusparse = [
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{ name = "nvidia-cusparse", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cusparse" },
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]
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nvjitlink = [
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{ name = "nvidia-nvjitlink", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-nvjitlink" },
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]
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nvrtc = [
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{ name = "nvidia-cuda-nvrtc", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-cuda-nvrtc" },
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]
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nvtx = [
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{ name = "nvidia-nvtx", marker = "(python_full_version < '3.14' and sys_platform == 'win32') or sys_platform == 'linux'" },
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{ name = "nvidia-nvtx" },
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]
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[[package]]
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@@ -1023,7 +1026,7 @@ name = "exceptiongroup"
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version = "1.3.1"
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source = { registry = "https://pypi.org/simple" }
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||||
dependencies = [
|
||||
{ name = "typing-extensions", marker = "python_full_version < '3.11'" },
|
||||
{ name = "typing-extensions" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
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wheels = [
|
||||
@@ -1440,16 +1443,16 @@ resolution-markers = [
|
||||
"python_full_version < '3.11'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "cachetools", marker = "python_full_version < '3.11'" },
|
||||
{ name = "certifi", marker = "python_full_version < '3.11'" },
|
||||
{ name = "httpx", marker = "python_full_version < '3.11'" },
|
||||
{ name = "ibm-cos-sdk", marker = "python_full_version < '3.11'" },
|
||||
{ name = "lomond", marker = "python_full_version < '3.11'" },
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||||
{ name = "packaging", marker = "python_full_version < '3.11'" },
|
||||
{ name = "pandas", version = "2.2.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
|
||||
{ name = "requests", marker = "python_full_version < '3.11'" },
|
||||
{ name = "tabulate", marker = "python_full_version < '3.11'" },
|
||||
{ name = "urllib3", marker = "python_full_version < '3.11'" },
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||||
{ name = "cachetools" },
|
||||
{ name = "certifi" },
|
||||
{ name = "httpx" },
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||||
{ name = "ibm-cos-sdk" },
|
||||
{ name = "lomond" },
|
||||
{ name = "packaging" },
|
||||
{ name = "pandas", version = "2.2.3", source = { registry = "https://pypi.org/simple" } },
|
||||
{ name = "requests" },
|
||||
{ name = "tabulate" },
|
||||
{ name = "urllib3" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/c7/56/2e3df38a1f13062095d7bde23c87a92f3898982993a15186b1bfecbd206f/ibm_watsonx_ai-1.3.42.tar.gz", hash = "sha256:ee5be59009004245d957ce97d1227355516df95a2640189749487614fef674ff", size = 688651, upload-time = "2025-10-01T13:35:41.527Z" }
|
||||
wheels = [
|
||||
@@ -1468,17 +1471,17 @@ resolution-markers = [
|
||||
"python_full_version == '3.11.*'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "cachetools", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "certifi", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "httpx", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "ibm-cos-sdk", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "lomond", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "packaging", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
|
||||
{ name = "cachetools" },
|
||||
{ name = "certifi" },
|
||||
{ name = "httpx" },
|
||||
{ name = "ibm-cos-sdk" },
|
||||
{ name = "lomond" },
|
||||
{ name = "packaging" },
|
||||
{ name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
|
||||
{ name = "pandas", version = "3.0.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
|
||||
{ name = "requests", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "tabulate", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "urllib3", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "requests" },
|
||||
{ name = "tabulate" },
|
||||
{ name = "urllib3" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/29/a3/c756b534696ab2f3f29882fdb7ca7198b7a5c94e10c0a3a327853d6d6b79/ibm_watsonx_ai-1.5.14.tar.gz", hash = "sha256:a756488bd57e87c0fc51be42dcba871143cfe0ac1e805c497c5047e1e4f13e9d", size = 735804, upload-time = "2026-06-22T12:32:43.85Z" }
|
||||
wheels = [
|
||||
@@ -1554,17 +1557,17 @@ resolution-markers = [
|
||||
"python_full_version < '3.11'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "colorama", marker = "python_full_version < '3.11' and sys_platform == 'win32'" },
|
||||
{ name = "decorator", marker = "python_full_version < '3.11'" },
|
||||
{ name = "exceptiongroup", marker = "python_full_version < '3.11'" },
|
||||
{ name = "jedi", marker = "python_full_version < '3.11'" },
|
||||
{ name = "matplotlib-inline", marker = "python_full_version < '3.11'" },
|
||||
{ name = "pexpect", marker = "python_full_version < '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
|
||||
{ name = "prompt-toolkit", marker = "python_full_version < '3.11'" },
|
||||
{ name = "pygments", marker = "python_full_version < '3.11'" },
|
||||
{ name = "stack-data", marker = "python_full_version < '3.11'" },
|
||||
{ name = "traitlets", marker = "python_full_version < '3.11'" },
|
||||
{ name = "typing-extensions", marker = "python_full_version < '3.11'" },
|
||||
{ name = "colorama", marker = "sys_platform == 'win32'" },
|
||||
{ name = "decorator" },
|
||||
{ name = "exceptiongroup" },
|
||||
{ name = "jedi" },
|
||||
{ name = "matplotlib-inline" },
|
||||
{ name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" },
|
||||
{ name = "prompt-toolkit" },
|
||||
{ name = "pygments" },
|
||||
{ name = "stack-data" },
|
||||
{ name = "traitlets" },
|
||||
{ name = "typing-extensions" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/40/18/f8598d287006885e7136451fdea0755af4ebcbfe342836f24deefaed1164/ipython-8.39.0.tar.gz", hash = "sha256:4110ae96012c379b8b6db898a07e186c40a2a1ef5d57a7fa83166047d9da7624", size = 5513971, upload-time = "2026-03-27T10:02:13.94Z" }
|
||||
wheels = [
|
||||
@@ -1583,18 +1586,18 @@ resolution-markers = [
|
||||
"python_full_version == '3.11.*'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "colorama", marker = "python_full_version >= '3.11' and sys_platform == 'win32'" },
|
||||
{ name = "decorator", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "ipython-pygments-lexers", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "jedi", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "matplotlib-inline", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "pexpect", marker = "python_full_version >= '3.11' and sys_platform != 'emscripten' and sys_platform != 'win32'" },
|
||||
{ name = "prompt-toolkit", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "psutil", marker = "python_full_version >= '3.11' and sys_platform != 'cygwin' and sys_platform != 'emscripten'" },
|
||||
{ name = "pygments", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "stack-data", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "traitlets", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "typing-extensions", marker = "python_full_version == '3.11.*'" },
|
||||
{ name = "colorama", marker = "sys_platform == 'win32'" },
|
||||
{ name = "decorator" },
|
||||
{ name = "ipython-pygments-lexers" },
|
||||
{ name = "jedi" },
|
||||
{ name = "matplotlib-inline" },
|
||||
{ name = "pexpect", marker = "sys_platform != 'emscripten' and sys_platform != 'win32'" },
|
||||
{ name = "prompt-toolkit" },
|
||||
{ name = "psutil", marker = "sys_platform != 'cygwin' and sys_platform != 'emscripten'" },
|
||||
{ name = "pygments" },
|
||||
{ name = "stack-data" },
|
||||
{ name = "traitlets" },
|
||||
{ name = "typing-extensions", marker = "python_full_version < '3.12'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/53/59/165d3b4d75cc34add3122c4417ecb229085140ac573103c223cd01dde96f/ipython-9.15.0.tar.gz", hash = "sha256:da2819ce2aa83135257df830660b1176d986c3d2876db24df01974fa955b2756", size = 4442580, upload-time = "2026-06-26T11:03:35.913Z" }
|
||||
wheels = [
|
||||
@@ -1606,7 +1609,7 @@ name = "ipython-pygments-lexers"
|
||||
version = "1.1.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "pygments", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "pygments" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/ef/4c/5dd1d8af08107f88c7f741ead7a40854b8ac24ddf9ae850afbcf698aa552/ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81", size = 8393, upload-time = "2025-01-17T11:24:34.505Z" }
|
||||
wheels = [
|
||||
@@ -2858,7 +2861,7 @@ name = "nvidia-cudnn-cu13"
|
||||
version = "9.19.0.56"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "nvidia-cublas", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-cublas" },
|
||||
]
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/f1/84/26025437c1e6b61a707442184fa0c03d083b661adf3a3eecfd6d21677740/nvidia_cudnn_cu13-9.19.0.56-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:6ed29ffaee1176c612daf442e4dd6cfeb6a0caa43ddcbeb59da94953030b1be4", size = 433781201, upload-time = "2026-02-03T20:40:53.805Z" },
|
||||
@@ -2870,7 +2873,7 @@ name = "nvidia-cufft"
|
||||
version = "12.0.0.61"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "nvidia-nvjitlink", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-nvjitlink" },
|
||||
]
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/8b/ae/f417a75c0259e85c1d2f83ca4e960289a5f814ed0cea74d18c353d3e989d/nvidia_cufft-12.0.0.61-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2708c852ef8cd89d1d2068bdbece0aa188813a0c934db3779b9b1faa8442e5f5", size = 214053554, upload-time = "2025-09-04T08:31:38.196Z" },
|
||||
@@ -2900,9 +2903,9 @@ name = "nvidia-cusolver"
|
||||
version = "12.0.4.66"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "nvidia-cublas", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-cusparse", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-nvjitlink", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-cublas" },
|
||||
{ name = "nvidia-cusparse" },
|
||||
{ name = "nvidia-nvjitlink" },
|
||||
]
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/c8/c3/b30c9e935fc01e3da443ec0116ed1b2a009bb867f5324d3f2d7e533e776b/nvidia_cusolver-12.0.4.66-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:02c2457eaa9e39de20f880f4bd8820e6a1cfb9f9a34f820eb12a155aa5bc92d2", size = 223467760, upload-time = "2025-09-04T08:33:04.222Z" },
|
||||
@@ -2914,7 +2917,7 @@ name = "nvidia-cusparse"
|
||||
version = "12.6.3.3"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "nvidia-nvjitlink", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "nvidia-nvjitlink" },
|
||||
]
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/f8/94/5c26f33738ae35276672f12615a64bd008ed5be6d1ebcb23579285d960a9/nvidia_cusparse-12.6.3.3-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:80bcc4662f23f1054ee334a15c72b8940402975e0eab63178fc7e670aa59472c", size = 162155568, upload-time = "2025-09-04T08:33:42.864Z" },
|
||||
@@ -3091,10 +3094,10 @@ resolution-markers = [
|
||||
"python_full_version < '3.11'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
|
||||
{ name = "python-dateutil", marker = "python_full_version < '3.11'" },
|
||||
{ name = "pytz", marker = "python_full_version < '3.11'" },
|
||||
{ name = "tzdata", marker = "python_full_version < '3.11'" },
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
|
||||
{ name = "python-dateutil" },
|
||||
{ name = "pytz" },
|
||||
{ name = "tzdata" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/9c/d6/9f8431bacc2e19dca897724cd097b1bb224a6ad5433784a44b587c7c13af/pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667", size = 4399213, upload-time = "2024-09-20T13:10:04.827Z" }
|
||||
wheels = [
|
||||
@@ -3143,11 +3146,11 @@ resolution-markers = [
|
||||
"python_full_version == '3.11.*'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12' or python_full_version >= '3.14'" },
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12' and python_full_version < '3.14'" },
|
||||
{ name = "python-dateutil", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
|
||||
{ name = "pytz", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
|
||||
{ name = "tzdata", marker = "python_full_version >= '3.11' and python_full_version < '3.14'" },
|
||||
{ name = "python-dateutil" },
|
||||
{ name = "pytz" },
|
||||
{ name = "tzdata" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/33/01/d40b85317f86cf08d853a4f495195c73815fdf205eef3993821720274518/pandas-2.3.3.tar.gz", hash = "sha256:e05e1af93b977f7eafa636d043f9f94c7ee3ac81af99c13508215942e64c993b", size = 4495223, upload-time = "2025-09-29T23:34:51.853Z" }
|
||||
wheels = [
|
||||
@@ -3210,9 +3213,9 @@ resolution-markers = [
|
||||
"python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
|
||||
{ name = "python-dateutil", marker = "python_full_version >= '3.14'" },
|
||||
{ name = "tzdata", marker = "(python_full_version >= '3.14' and sys_platform == 'emscripten') or (python_full_version >= '3.14' and sys_platform == 'win32')" },
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" } },
|
||||
{ name = "python-dateutil" },
|
||||
{ name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/f8/87/4341c6252d1c47b08768c3d25ac487362bf403f0313ddae4a2a26c9b1b4c/pandas-3.0.3.tar.gz", hash = "sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc", size = 4651414, upload-time = "2026-05-11T18:54:29.21Z" }
|
||||
wheels = [
|
||||
@@ -3320,7 +3323,7 @@ name = "pexpect"
|
||||
version = "4.9.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "ptyprocess", marker = "(python_full_version < '3.14' and sys_platform == 'emscripten') or (python_full_version < '3.14' and sys_platform == 'win32') or (sys_platform != 'emscripten' and sys_platform != 'win32')" },
|
||||
{ name = "ptyprocess" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/42/92/cc564bf6381ff43ce1f4d06852fc19a2f11d180f23dc32d9588bee2f149d/pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f", size = 166450, upload-time = "2023-11-25T09:07:26.339Z" }
|
||||
wheels = [
|
||||
@@ -4683,10 +4686,10 @@ resolution-markers = [
|
||||
"python_full_version < '3.11'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "joblib", marker = "python_full_version < '3.11'" },
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
|
||||
{ name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
|
||||
{ name = "threadpoolctl", marker = "python_full_version < '3.11'" },
|
||||
{ name = "joblib" },
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
|
||||
{ name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" } },
|
||||
{ name = "threadpoolctl" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/98/c2/a7855e41c9d285dfe86dc50b250978105dce513d6e459ea66a6aeb0e1e0c/scikit_learn-1.7.2.tar.gz", hash = "sha256:20e9e49ecd130598f1ca38a1d85090e1a600147b9c02fa6f15d69cb53d968fda", size = 7193136, upload-time = "2025-09-09T08:21:29.075Z" }
|
||||
wheels = [
|
||||
@@ -4734,13 +4737,13 @@ resolution-markers = [
|
||||
"python_full_version == '3.11.*'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "joblib", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "narwhals", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
|
||||
{ name = "joblib" },
|
||||
{ name = "narwhals" },
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
|
||||
{ name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
|
||||
{ name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
|
||||
{ name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
|
||||
{ name = "threadpoolctl", marker = "python_full_version >= '3.11'" },
|
||||
{ name = "threadpoolctl" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/fa/6f/37092bdb25f712817231799fc5674d8e704066a8a70c1d2d40517e18b4ab/scikit_learn-1.9.0.tar.gz", hash = "sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557", size = 7750767, upload-time = "2026-06-02T11:54:32.706Z" }
|
||||
wheels = [
|
||||
@@ -4784,7 +4787,7 @@ resolution-markers = [
|
||||
"python_full_version < '3.11'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
|
||||
{ name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" } },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214, upload-time = "2025-05-08T16:13:05.955Z" }
|
||||
wheels = [
|
||||
@@ -4843,7 +4846,7 @@ resolution-markers = [
|
||||
"python_full_version == '3.11.*'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.11.*'" },
|
||||
{ name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" } },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" }
|
||||
wheels = [
|
||||
@@ -4920,7 +4923,7 @@ resolution-markers = [
|
||||
"python_full_version >= '3.12' and python_full_version < '3.14'",
|
||||
]
|
||||
dependencies = [
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
|
||||
{ name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" } },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
|
||||
wheels = [
|
||||
|
||||
@@ -187,6 +187,11 @@ pub struct FunctionOutput {
|
||||
pub struct FunctionSignature {
|
||||
pub inputs: Vec<FunctionParameter>,
|
||||
pub output: FunctionOutput,
|
||||
/// Ordered fields of the single initialization row a Function instance is
|
||||
/// created with. Each binding supplies its own values; they are not part
|
||||
/// of the Function version. Empty when the Function takes none.
|
||||
#[serde(default, skip_serializing_if = "Vec::is_empty")]
|
||||
pub initialization: Vec<FunctionParameter>,
|
||||
}
|
||||
|
||||
/// One Python environment source.
|
||||
@@ -579,6 +584,13 @@ pub struct FunctionApplication {
|
||||
output: FunctionOutput,
|
||||
#[serde(default, skip_serializing_if = "BTreeMap::is_empty")]
|
||||
columns: BTreeMap<String, String>,
|
||||
/// Initialization values for this binding, by initialization field name.
|
||||
/// The service validates them against the Function's initialization
|
||||
/// schema and persists the resulting Arrow row in the binding; this JSON
|
||||
/// is transport only and never hashed into an identity, so floating-point
|
||||
/// values are accepted here.
|
||||
#[serde(default, skip_serializing_if = "BTreeMap::is_empty")]
|
||||
initialization: BTreeMap<String, Value>,
|
||||
#[serde(default, flatten, skip_serializing)]
|
||||
unknown_fields: BTreeMap<String, Value>,
|
||||
#[serde(default, skip)]
|
||||
@@ -601,6 +613,11 @@ impl FunctionApplication {
|
||||
pub fn columns(&self) -> &BTreeMap<String, String> {
|
||||
&self.columns
|
||||
}
|
||||
|
||||
/// Initialization values supplied by this application, by field name.
|
||||
pub fn initialization(&self) -> &BTreeMap<String, Value> {
|
||||
&self.initialization
|
||||
}
|
||||
/// Whether a newer writer attached application fields this client cannot
|
||||
/// validate. Such applications remain readable but must not be declared.
|
||||
pub fn has_unknown_fields(&self) -> bool {
|
||||
@@ -677,6 +694,11 @@ pub struct FunctionBinding {
|
||||
/// Exact physical Arrow schema of the binding's table outputs.
|
||||
#[serde(default, skip_serializing_if = "Option::is_none")]
|
||||
output_schema: Option<Value>,
|
||||
/// Standard base64 of the one-row Arrow IPC stream every instance of this
|
||||
/// binding is created with, already validated against the Function's
|
||||
/// initialization schema. Absent when the Function takes none.
|
||||
#[serde(default, skip_serializing_if = "Option::is_none")]
|
||||
initialization: Option<String>,
|
||||
}
|
||||
|
||||
impl FunctionBinding {
|
||||
@@ -707,6 +729,11 @@ impl FunctionBinding {
|
||||
pub fn output_schema(&self) -> Option<&Value> {
|
||||
self.output_schema.as_ref()
|
||||
}
|
||||
|
||||
/// Base64 one-row Arrow IPC initialization stream, if the Function takes one.
|
||||
pub fn initialization(&self) -> Option<&str> {
|
||||
self.initialization.as_deref()
|
||||
}
|
||||
}
|
||||
|
||||
impl_json!(FunctionBinding);
|
||||
@@ -964,6 +991,66 @@ mod tests {
|
||||
}
|
||||
}
|
||||
|
||||
/// A Function without initialization keeps its pre-initialization wire
|
||||
/// form, so existing signatures and applications encode byte-identically.
|
||||
#[test]
|
||||
fn empty_initialization_is_omitted_from_the_wire() {
|
||||
let signature: FunctionSignature = serde_json::from_str(
|
||||
r#"{"inputs":[{"name":"x","arrow_type":"int64","nullable":true}],"output":{"kind":"scalar","arrow_type":"int64","nullable":false}}"#,
|
||||
)
|
||||
.unwrap();
|
||||
assert!(signature.initialization.is_empty());
|
||||
assert!(
|
||||
!canonical_json(&signature)
|
||||
.unwrap()
|
||||
.contains("initialization")
|
||||
);
|
||||
|
||||
let signature: FunctionSignature = serde_json::from_str(
|
||||
r#"{"inputs":[],"output":{"kind":"scalar","arrow_type":"int64","nullable":false},"initialization":[{"name":"factor","arrow_type":"float64","nullable":false}]}"#,
|
||||
)
|
||||
.unwrap();
|
||||
assert_eq!(signature.initialization[0].name, "factor");
|
||||
assert!(
|
||||
canonical_json(&signature)
|
||||
.unwrap()
|
||||
.contains(r#""initialization":[{"#)
|
||||
);
|
||||
}
|
||||
|
||||
/// Initialization values are transport JSON, validated and re-encoded as
|
||||
/// Arrow by the service, so floats are accepted there while column-input
|
||||
/// literals keep the Slice 1 domain.
|
||||
#[test]
|
||||
fn application_initialization_accepts_floats() {
|
||||
let application = FunctionApplication::from_json(
|
||||
r#"{"function":{"name":"scale","object_id":"o","location":"l","version":"1","manifest_digest":"sha256:x"},"inputs":[{"parameter":"x","kind":"column","value":{"path":"x"}}],"output":{"kind":"scalar","arrow_type":"float64","nullable":false},"initialization":{"factor":2.5,"label":"fast"}}"#,
|
||||
)
|
||||
.unwrap();
|
||||
assert!(!application.has_unknown_fields());
|
||||
assert_eq!(
|
||||
application.initialization()["factor"],
|
||||
serde_json::json!(2.5)
|
||||
);
|
||||
let encoded = application.to_canonical_json().unwrap();
|
||||
assert!(encoded.contains(r#""initialization":{"factor":2.5,"label":"fast"}"#));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn binding_initialization_round_trips() {
|
||||
let binding = FunctionBinding::from_json(
|
||||
r#"{"binding_id":"fb_1","function":{"name":"scale","object_id":"o","location":"l","version":"1","manifest_digest":"sha256:x"},"inputs":[],"outputs":[],"initialization":"QUJD"}"#,
|
||||
)
|
||||
.unwrap();
|
||||
assert_eq!(binding.initialization(), Some("QUJD"));
|
||||
assert!(
|
||||
binding
|
||||
.to_canonical_json()
|
||||
.unwrap()
|
||||
.ends_with(r#""initialization":"QUJD","inputs":[],"outputs":[]}"#)
|
||||
);
|
||||
}
|
||||
|
||||
/// Unknown keys are how a newer server's payload reaches an older client,
|
||||
/// so the check has to be exact about which level it is looking at.
|
||||
#[test]
|
||||
|
||||
@@ -115,6 +115,29 @@ fn application_and_binding_match_shared_remote_goldens() {
|
||||
);
|
||||
}
|
||||
|
||||
/// Initialization values travel as JSON on the application, including
|
||||
/// floats, and as the validated Arrow row on the binding.
|
||||
#[test]
|
||||
fn initialized_application_and_binding_match_shared_remote_goldens() {
|
||||
let application =
|
||||
FunctionApplication::from_json(&fixture("remote_initialized_function_application.json"))
|
||||
.expect("application fixture");
|
||||
assert!(!application.has_unknown_fields());
|
||||
assert_eq!(application.initialization()["temperature"], 0.25);
|
||||
assert_eq!(
|
||||
application.to_canonical_json().expect("canonical JSON"),
|
||||
fixture("remote_initialized_function_application.canonical.json").trim()
|
||||
);
|
||||
|
||||
let binding = FunctionBinding::from_json(&fixture("remote_initialized_function_binding.json"))
|
||||
.expect("binding fixture");
|
||||
assert!(binding.initialization().is_some());
|
||||
assert_eq!(
|
||||
binding.to_canonical_json().expect("canonical JSON"),
|
||||
fixture("remote_initialized_function_binding.canonical.json").trim()
|
||||
);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn refresh_job_result_matches_shared_canonical_golden() {
|
||||
let result = job_result("remote_refresh_job.json");
|
||||
|
||||
+1
@@ -0,0 +1 @@
|
||||
{"function":{"location":"memory:///fixture","manifest_digest":"sha256:7e22f815b6648e14f093a3979a8e5a2082fa773ebe1ec84b135cae7e84d6f8e6","name":"openai_embed","object_id":"fixture","version":"1"},"initialization":{"dimensions":512,"model":"text-embedding-3-small","prompt":null,"retry":{"backoff":[1,2,4],"max_attempts":6},"temperature":0.25},"inputs":[{"kind":"column","parameter":"text","value":{"path":"body"}}],"output":{"arrow_type":"list<float32>","kind":"scalar","nullable":false}}
|
||||
Vendored
+37
@@ -0,0 +1,37 @@
|
||||
{
|
||||
"function": {
|
||||
"name": "openai_embed",
|
||||
"version": "1",
|
||||
"object_id": "fixture",
|
||||
"location": "memory:///fixture",
|
||||
"manifest_digest": "sha256:7e22f815b6648e14f093a3979a8e5a2082fa773ebe1ec84b135cae7e84d6f8e6"
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"parameter": "text",
|
||||
"kind": "column",
|
||||
"value": {
|
||||
"path": "body"
|
||||
}
|
||||
}
|
||||
],
|
||||
"output": {
|
||||
"kind": "scalar",
|
||||
"arrow_type": "list<float32>",
|
||||
"nullable": false
|
||||
},
|
||||
"initialization": {
|
||||
"model": "text-embedding-3-small",
|
||||
"dimensions": 512,
|
||||
"temperature": 0.25,
|
||||
"retry": {
|
||||
"max_attempts": 6,
|
||||
"backoff": [
|
||||
1,
|
||||
2,
|
||||
4
|
||||
]
|
||||
},
|
||||
"prompt": null
|
||||
}
|
||||
}
|
||||
+1
@@ -0,0 +1 @@
|
||||
{"binding_id":"fb_01K3EMBED","function":{"location":"memory:///fixture","manifest_digest":"sha256:7e22f815b6648e14f093a3979a8e5a2082fa773ebe1ec84b135cae7e84d6f8e6","name":"openai_embed","object_id":"fixture","version":"1"},"initialization":"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","inputs":[{"arrow_type":"utf8","field_id":12,"field_path":"body","nullable":true,"parameter":"text"}],"outputs":[{"arrow_type":"list<float32>","nullable":false,"output_field_id":21,"output_name":"embedding","output_ordinal":0,"result_field":"result"}]}
|
||||
Vendored
+30
@@ -0,0 +1,30 @@
|
||||
{
|
||||
"binding_id": "fb_01K3EMBED",
|
||||
"function": {
|
||||
"name": "openai_embed",
|
||||
"version": "1",
|
||||
"object_id": "fixture",
|
||||
"location": "memory:///fixture",
|
||||
"manifest_digest": "sha256:7e22f815b6648e14f093a3979a8e5a2082fa773ebe1ec84b135cae7e84d6f8e6"
|
||||
},
|
||||
"inputs": [
|
||||
{
|
||||
"parameter": "text",
|
||||
"field_id": 12,
|
||||
"field_path": "body",
|
||||
"arrow_type": "utf8",
|
||||
"nullable": true
|
||||
}
|
||||
],
|
||||
"outputs": [
|
||||
{
|
||||
"result_field": "result",
|
||||
"output_name": "embedding",
|
||||
"output_field_id": 21,
|
||||
"output_ordinal": 0,
|
||||
"arrow_type": "list<float32>",
|
||||
"nullable": false
|
||||
}
|
||||
],
|
||||
"initialization": "/////7AAAAAQAAAAAAAKAAwABgAFAAgACgAAAAABBAAMAAAACAAIAAAABAAIAAAABAAAAAIAAABUAAAABAAAAMT///8AAAACEAAAACQAAAAEAAAAAAAAAAoAAABkaW1lbnNpb25zAAAIAAwACAAHAAgAAAAAAAABIAAAABAAFAAIAAAABwAMAAAAEAAQAAAAAAAABRAAAAAcAAAABAAAAAAAAAAFAAAAbW9kZWwAAAAEAAQABAAAAP/////IAAAAFAAAAAAAAAAMABYABgAFAAgADAAMAAAAAAMEABgAAAAoAAAAAAAAAAAACgAYAAwABAAIAAoAAABsAAAAEAAAAAEAAAAAAAAAAAAAAAUAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAIAAAAAAAAAAgAAAAAAAAAFgAAAAAAAAAgAAAAAAAAAAAAAAAAAAAAIAAAAAAAAAAEAAAAAAAAAAAAAAACAAAAAQAAAAAAAAAAAAAAAAAAAAEAAAAAAAAAAAAAAAAAAAAAAAAAFgAAAHRleHQtZW1iZWRkaW5nLTMtc21hbGwAAAACAAAAAAAA/////wAAAAA="
|
||||
}
|
||||
Reference in New Issue
Block a user