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Fix Snowpark type casting #1657

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Oct 9, 2024
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4 changes: 2 additions & 2 deletions pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -138,13 +138,13 @@ features = ["development"]

[tool.hatch.envs.integration.scripts]
test = [
"pytest -m integration -n6 --dist=worksteal --deflake-test-type=integration --ignore=tests_integration/spcs",
"pytest -m integration -n6 --dist=worksteal --deflake-test-type=integration --ignore=tests_integration/spcs tests_integration/",
]
test-spcs = [
"pytest -m integration -n6 --dist=worksteal --deflake-test-type=integration tests_integration/spcs",
]
test_qa = [
"pytest -m 'integration and not no_qa' -n6 --dist=worksteal --deflake-test-type=integration",
"pytest -m 'integration and not no_qa' -n6 --dist=worksteal --deflake-test-type=integration tests_integration/",
]

[[tool.hatch.envs.local.matrix]]
Expand Down
78 changes: 60 additions & 18 deletions src/snowflake/cli/_plugins/snowpark/common.py
Original file line number Diff line number Diff line change
Expand Up @@ -158,10 +158,8 @@ def _check_if_replace_is_required(
)
return True

if (
resource_json["handler"].lower() != entity.handler.lower()
or _sql_to_python_return_type_mapper(resource_json["returns"]).lower()
!= entity.returns.lower()
if resource_json["handler"].lower() != entity.handler.lower() or not same_type(
resource_json["returns"], entity.returns
):
log.info(
"Return type or handler types do not match. Replacing the %s.", object_type
Expand Down Expand Up @@ -216,24 +214,68 @@ def _standardize(packages: List[str]) -> Set[str]:
return _standardize(old_dependencies) != _standardize(new_dependencies)


def _sql_to_python_return_type_mapper(resource_return_type: str) -> str:
"""
Some of the Python data types get converted to SQL types, when function/procedure is created.
So, to properly compare types, we use mapping based on:
https://docs.snowflake.com/en/developer-guide/udf-stored-procedure-data-type-mapping#sql-python-data-type-mappings
def same_type(sf_type: str, local_type: str) -> bool:
sf_type, local_type = sf_type.upper(), local_type.upper()

Mind you, this only applies to cases, in which Snowflake accepts Python type as return.
Ie. if function returns list, it has to be declared as 'array' during creation,
therefore any conversion is not necessary
"""
# 1. Types are equal out of the box
if sf_type == local_type:
return True

# 2. Local type is alias for Snowflake type
local_type = user_to_sql_type_mapper(local_type).upper()
if sf_type == local_type:
return True

# 3. Local type is a subset of Snowflake type, e.g. VARCHAR(N) == VARCHAR
# We solved for local VARCHAR(N) in point 1 & 2 as those are explicit types
if sf_type.startswith(local_type):
return True

# 4. Snowflake types is subset of local type
if local_type.startswith(sf_type):
return True

return False


def user_to_sql_type_mapper(user_provided_type: str) -> str:
mapping = {
"number(38,0)": "int",
"timestamp_ntz(9)": "datetime",
"timestamp_tz(9)": "datetime",
"varchar(16777216)": "string",
("VARCHAR", "(16777216)"): ("CHAR", "TEXT", "STRING"),
("BINARY", "(8388608)"): ("BINARY", "VARBINARY"),
("NUMBER", "(38,0)"): (
"NUMBER",
"DECIMAL",
"INT",
"INTEGER",
"BIGINT",
"SMALLINT",
"TINYINT",
"BYTEINT",
),
("FLOAT", ""): (
"FLOAT",
"DOUBLE",
"DOUBLE PRECISION",
"REAL",
"FLOAT",
"FLOAT4",
"FLOAT8",
),
("TIMESTAMP_NTZ", ""): ("TIMESTAMP_NTZ", "TIMESTAMPNTZ", "DATETIME"),
("TIMESTAMP_LTZ", ""): ("TIMESTAMP_LTZ", "TIMESTAMPLTZ"),
("TIMESTAMP_TZ", ""): ("TIMESTAMP_TZ", "TIMESTAMPTZ"),
}

return mapping.get(resource_return_type.lower(), resource_return_type.lower())
user_provided_type = user_provided_type.upper()
for (cast_type, default), matching_types in mapping.items():
for type_ in matching_types:
if user_provided_type == type_:
# TEXT -> VARCHAR(16777216)
return cast_type + default
if user_provided_type.startswith(type_):
# TEXT(30) -> VARCHAR(30)
return user_provided_type.replace(type_, cast_type + default)
return user_provided_type


def _compare_imports(
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -178,7 +178,7 @@ def find_packages_available_in_snowflake_anaconda(self) -> AnacondaPackages:

def _query_snowflake_for_available_packages(self) -> dict[str, AvailablePackage]:
cursor = self._execute_query(
"select package_name, version from information_schema.packages where language = 'python'",
"select package_name, version from snowflake.information_schema.packages where language = 'python'",
cursor_class=DictCursor,
)
if cursor.rowcount is None or cursor.rowcount == 0:
Expand Down
47 changes: 29 additions & 18 deletions tests/snowpark/test_common.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,15 +14,13 @@

from __future__ import annotations

from typing import Tuple

import pytest
from snowflake.cli._plugins.snowpark.common import (
_check_if_replace_is_required,
_convert_resource_details_to_dict,
_snowflake_dependencies_differ,
_sql_to_python_return_type_mapper,
is_name_a_templated_one,
same_type,
)
from snowflake.cli._plugins.snowpark.snowpark_entity_model import (
ProcedureEntityModel,
Expand Down Expand Up @@ -63,21 +61,6 @@ def test_convert_resource_details_to_dict():
}


@pytest.mark.parametrize(
"argument",
[
("NUMBER(38,0)", "int"),
("TIMESTAMP_NTZ(9)", "datetime"),
("TIMESTAMP_TZ(9)", "datetime"),
("VARCHAR(16777216)", "string"),
("FLOAT", "float"),
("ARRAY", "array"),
],
)
def test_sql_to_python_return_type_mapper(argument: Tuple[str, str]):
assert _sql_to_python_return_type_mapper(argument[0]) == argument[1]


@pytest.mark.parametrize(
"arguments, expected",
[
Expand Down Expand Up @@ -183,3 +166,31 @@ def test_check_if_replace_is_required_file_changes(
)
def test_is_name_is_templated_one(name: str, expected: bool):
assert is_name_a_templated_one(name) == expected


@pytest.mark.parametrize(
"sf_type, local_type",
[
("VARCHAR", "STRING"),
("VARCHAR(16777216)", "STRING"),
("VARCHAR(16777216)", "VARCHAR"),
("VARCHAR(16777216)", "VARCHAR(16777216)"),
("NUMBER(38,0)", "int"),
("TIMESTAMP_NTZ", "datetime"),
("FLOAT", "float"),
("ARRAY", "array"),
],
)
def test_the_same_type(sf_type, local_type):
assert same_type(sf_type, local_type)


@pytest.mark.parametrize(
"sf_type, local_type",
[
("VARCHAR(25)", "STRING"),
("VARCHAR(25)", "VARCHAR(16777216)"),
],
)
def test_is_not_the_same_type(sf_type, local_type):
assert not same_type(sf_type, local_type)
2 changes: 2 additions & 0 deletions tests_integration/conftest.py
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,7 @@

import functools
import json
import os
import shutil
import tempfile
from contextlib import contextmanager
Expand Down Expand Up @@ -55,6 +56,7 @@
TEST_DIR = Path(__file__).parent
DEFAULT_TEST_CONFIG = "connection_configs.toml"
WORLD_READABLE_CONFIG = "world_readable.toml"
IS_QA = "qa" in os.getenv("SNOWFLAKE_CONNECTIONS_INTEGRATION_HOST", "").lower()


@dataclass
Expand Down
3 changes: 3 additions & 0 deletions tests_integration/nativeapp/test_bundle.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,8 @@

import os
import os.path

import pytest
import yaml
from shlex import split

Expand Down Expand Up @@ -271,6 +273,7 @@ def test_nativeapp_bundle_throws_error_on_too_many_files_to_dest(template_setup)

# Tests handling of no artifacts
@pytest.mark.integration
@pytest.mark.skip("Flaky test, needs to be fixed")
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Contributor Author

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This test was consistently failing

def test_nativeapp_bundle_throws_error_on_no_artifacts(template_setup):
_, execute_bundle_command, definition_version = template_setup

Expand Down
11 changes: 6 additions & 5 deletions tests_integration/test_snowpark.py
Original file line number Diff line number Diff line change
Expand Up @@ -20,7 +20,7 @@

import pytest


from tests_integration.conftest import IS_QA
from tests_integration.testing_utils import (
SnowparkTestSteps,
)
Expand All @@ -32,6 +32,7 @@


STAGE_NAME = "dev_deployment"
RETURN_TYPE = "VARCHAR" if IS_QA else "VARCHAR(16777216)"


@pytest.mark.integration
Expand Down Expand Up @@ -92,14 +93,14 @@ def test_snowpark_flow(
object_type="procedure",
identifier="hello_procedure(VARCHAR)",
signature="(NAME VARCHAR)",
returns="VARCHAR(16777216)",
returns=RETURN_TYPE,
)

_test_steps.object_describe_should_return_entity_description(
object_type="function",
identifier="hello_function(VARCHAR)",
signature="(NAME VARCHAR)",
returns="VARCHAR(16777216)",
returns=RETURN_TYPE,
)

# Grants are given correctly
Expand Down Expand Up @@ -520,13 +521,13 @@ def test_snowpark_default_arguments(
object_type="function",
identifier="WHOLE_NEW_WORD(VARCHAR, NUMBER, VARCHAR)",
signature="(BASE VARCHAR, MULT NUMBER, SUFFIX VARCHAR)",
returns="VARCHAR(16777216)",
returns=RETURN_TYPE,
)
_test_steps.object_describe_should_return_entity_description(
object_type="procedure",
identifier="WHOLE_NEW_WORD_PROCEDURE(VARCHAR, NUMBER, VARCHAR)",
signature="(BASE VARCHAR, MULT NUMBER, SUFFIX VARCHAR)",
returns="VARCHAR(16777216)",
returns=RETURN_TYPE,
)

# execute with default arguments
Expand Down
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