213 lines
7.7 KiB
Python
213 lines
7.7 KiB
Python
import json
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import pickle
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import pytest
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from mlflow.exceptions import MlflowException, RestException
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from mlflow.protos.databricks_pb2 import (
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ENDPOINT_NOT_FOUND,
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INTERNAL_ERROR,
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INVALID_PARAMETER_VALUE,
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INVALID_STATE,
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IO_ERROR,
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RESOURCE_ALREADY_EXISTS,
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)
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def test_error_code_constructor():
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assert (
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MlflowException("test", error_code=INVALID_PARAMETER_VALUE).error_code
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== "INVALID_PARAMETER_VALUE"
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)
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def test_default_error_code():
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assert MlflowException("test").error_code == "INTERNAL_ERROR"
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def test_serialize_to_json():
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mlflow_exception = MlflowException("test")
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deserialized = json.loads(mlflow_exception.serialize_as_json())
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assert deserialized["message"] == "test"
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assert deserialized["error_code"] == "INTERNAL_ERROR"
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def test_get_http_status_code():
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assert MlflowException("test default").get_http_status_code() == 500
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assert MlflowException("code not in map", error_code=IO_ERROR).get_http_status_code() == 500
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assert MlflowException("test", error_code=INVALID_STATE).get_http_status_code() == 500
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assert MlflowException("test", error_code=ENDPOINT_NOT_FOUND).get_http_status_code() == 404
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assert MlflowException("test", error_code=INVALID_PARAMETER_VALUE).get_http_status_code() == 400
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assert MlflowException("test", error_code=INTERNAL_ERROR).get_http_status_code() == 500
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assert MlflowException("test", error_code=RESOURCE_ALREADY_EXISTS).get_http_status_code() == 400
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def test_invalid_parameter_value():
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mlflow_exception = MlflowException.invalid_parameter_value("test")
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assert mlflow_exception.error_code == "INVALID_PARAMETER_VALUE"
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def test_rest_exception():
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mlflow_exception = MlflowException("test", error_code=RESOURCE_ALREADY_EXISTS)
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json_exception = mlflow_exception.serialize_as_json()
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deserialized_rest_exception = RestException(json.loads(json_exception))
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assert deserialized_rest_exception.error_code == "RESOURCE_ALREADY_EXISTS"
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assert "test" in deserialized_rest_exception.message
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def test_rest_exception_with_unrecognized_error_code():
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# Test that we can create a RestException with a convertible error code.
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exception = RestException({"error_code": "403", "messages": "something important."})
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assert "something important." in str(exception)
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assert exception.error_code == "PERMISSION_DENIED"
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json.loads(exception.serialize_as_json())
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# Test that we can create a RestException with an unrecognized error code.
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exception = RestException({"error_code": "weird error", "messages": "something important."})
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assert "something important." in str(exception)
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json.loads(exception.serialize_as_json())
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def test_rest_exception_pickleable():
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e1 = RestException({"error_code": "INTERNAL_ERROR", "message": "abc"})
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e2 = pickle.loads(pickle.dumps(e1))
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assert e1.error_code == e2.error_code
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assert e1.message == e2.message
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def test_rest_exception_with_null_error_code():
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exception = RestException({"error_code": None, "message": "test message"})
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assert exception.error_code == "INTERNAL_ERROR"
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assert "test message" in str(exception)
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def test_rest_exception_with_missing_error_code():
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exception = RestException({"message": "test message"})
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assert exception.error_code == "INTERNAL_ERROR"
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assert "test message" in str(exception)
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# --- sqlstate / error_class auto-derive tests ---
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def test_sqlstate_auto_derived_from_error_code():
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exc = MlflowException("test")
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assert exc.sqlstate == "XXM00"
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assert exc.error_class == "CLIENT_INTERNAL_ERROR"
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exc = MlflowException("test", error_code=INVALID_PARAMETER_VALUE)
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assert exc.sqlstate == "KAM00"
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assert exc.error_class == "INVALID_PARAMETER_VALUE"
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exc = MlflowException("test", error_code=INTERNAL_ERROR)
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assert exc.sqlstate == "XXM00"
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assert exc.error_class == "CLIENT_INTERNAL_ERROR"
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def test_sqlstate_explicit_overrides_auto_derive():
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exc = MlflowException(
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"test",
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error_code=INVALID_PARAMETER_VALUE,
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sqlstate="KAM01",
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error_class="SCHEMA_ENFORCEMENT_FAILED",
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)
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assert exc.sqlstate == "KAM01"
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assert exc.error_class == "SCHEMA_ENFORCEMENT_FAILED"
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def test_sqlstate_serialize_as_json_includes_auto_derived():
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exc = MlflowException("test", error_code=INVALID_PARAMETER_VALUE)
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deserialized = json.loads(exc.serialize_as_json())
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assert deserialized["sqlstate"] == "KAM00"
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assert deserialized["error_class"] == "INVALID_PARAMETER_VALUE"
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def test_sqlstate_serialize_as_json_includes_explicit():
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exc = MlflowException("test", sqlstate="KAM01", error_class="SCHEMA_ENFORCEMENT_FAILED")
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deserialized = json.loads(exc.serialize_as_json())
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assert deserialized["sqlstate"] == "KAM01"
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assert deserialized["error_class"] == "SCHEMA_ENFORCEMENT_FAILED"
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def test_sqlstate_none_for_unknown_error_code():
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exc = MlflowException("test", error_code=IO_ERROR)
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assert exc.sqlstate is None
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assert exc.error_class is None
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deserialized = json.loads(exc.serialize_as_json())
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assert "sqlstate" not in deserialized
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assert "error_class" not in deserialized
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def test_invalid_parameter_value_auto_derives_sqlstate():
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exc = MlflowException.invalid_parameter_value("bad input")
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assert exc.error_code == "INVALID_PARAMETER_VALUE"
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assert exc.sqlstate == "KAM00"
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assert exc.error_class == "INVALID_PARAMETER_VALUE"
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def test_invalid_parameter_value_with_explicit_override():
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exc = MlflowException.invalid_parameter_value(
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"bad input", sqlstate="KAM02", error_class="PREDICTION_FUNCTION_FAILED"
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)
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assert exc.error_code == "INVALID_PARAMETER_VALUE"
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assert exc.sqlstate == "KAM02"
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assert exc.error_class == "PREDICTION_FUNCTION_FAILED"
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# --- RestException CP mapping tests ---
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@pytest.mark.parametrize(
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("error_code", "expected_sqlstate", "expected_error_class"),
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[
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("PERMISSION_DENIED", "KAMC1", "CP_PERMISSION_DENIED"),
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("RESOURCE_DOES_NOT_EXIST", "KAMC2", "CP_RESOURCE_NOT_FOUND"),
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("REQUEST_LIMIT_EXCEEDED", "KAMC3", "CP_REQUEST_RATE_LIMITED"),
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("INVALID_PARAMETER_VALUE", "KAMC4", "CP_INVALID_PARAMETER_VALUE"),
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("INTERNAL_ERROR", "XXMC0", "CP_INTERNAL_ERROR"),
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("TEMPORARILY_UNAVAILABLE", "XXMC1", "CP_TEMPORARILY_UNAVAILABLE"),
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("INVALID_STATE", "XXMC2", "CP_INVALID_STATE"),
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],
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)
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def test_rest_exception_cp_sqlstate_mapping(error_code, expected_sqlstate, expected_error_class):
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exc = RestException({"error_code": error_code, "message": "test"})
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assert exc.sqlstate == expected_sqlstate
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assert exc.error_class == expected_error_class
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def test_rest_exception_preserves_sqlstate_from_json():
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exc = RestException({
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"error_code": "PERMISSION_DENIED",
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"message": "no access",
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"sqlstate": "CUSTOM",
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"error_class": "CUSTOM_CLASS",
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})
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assert exc.sqlstate == "CUSTOM"
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assert exc.error_class == "CUSTOM_CLASS"
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def test_rest_exception_ignores_null_sqlstate_from_json():
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exc = RestException({
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"error_code": "PERMISSION_DENIED",
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"message": "no access",
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"sqlstate": None,
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})
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assert exc.sqlstate == "KAMC1"
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def test_rest_exception_pickle_with_sqlstate():
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e1 = RestException({"error_code": "PERMISSION_DENIED", "message": "no access"})
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e2 = pickle.loads(pickle.dumps(e1))
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assert e1.error_code == e2.error_code
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assert e1.message == e2.message
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assert e1.sqlstate == e2.sqlstate
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assert e1.error_class == e2.error_class
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def test_rest_exception_unrecognized_error_code():
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exc = RestException({"error_code": "weird error", "messages": "something"})
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# Unrecognized error codes fall back to INTERNAL_ERROR, which maps to XXMC0
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assert exc.sqlstate == "XXMC0"
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assert exc.error_class == "CP_INTERNAL_ERROR"
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