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String Helper functions in EvaDB #1322

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Oct 28, 2023
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27 changes: 27 additions & 0 deletions evadb/functions/function_bootstrap_queries.py
Original file line number Diff line number Diff line change
Expand Up @@ -214,6 +214,30 @@
EvaDB_INSTALLATION_DIR
)

Upper_function_query = """CREATE FUNCTION IF NOT EXISTS UPPER
INPUT (input ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
IMPL '{}/functions/helpers/upper.py';
""".format(
EvaDB_INSTALLATION_DIR
)

Lower_function_query = """CREATE FUNCTION IF NOT EXISTS LOWER
INPUT (input ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
IMPL '{}/functions/helpers/lower.py';
""".format(
EvaDB_INSTALLATION_DIR
)

Concat_function_query = """CREATE FUNCTION IF NOT EXISTS CONCAT
INPUT (input ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
IMPL '{}/functions/helpers/concat.py';
""".format(
EvaDB_INSTALLATION_DIR
)


def init_builtin_functions(db: EvaDBDatabase, mode: str = "debug") -> None:
"""Load the built-in functions into the system during system bootstrapping.
Expand Down Expand Up @@ -261,6 +285,9 @@ def init_builtin_functions(db: EvaDBDatabase, mode: str = "debug") -> None:
Yolo_function_query,
stablediffusion_function_query,
dalle_function_query,
Upper_function_query,
Lower_function_query,
Concat_function_query,
]

# if mode is 'debug', add debug functions
Expand Down
38 changes: 38 additions & 0 deletions evadb/functions/helpers/concat.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
# coding=utf-8
# Copyright 2018-2023 EvaDB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import pandas as pd

from evadb.functions.abstract.abstract_function import AbstractFunction


class Concat(AbstractFunction):
def setup(self):
pass

@property
def name(self):
return "CONCAT"

def forward(self, df: pd.DataFrame) -> pd.DataFrame:
"""
Concats all the df values into one.

Returns:
ret (pd.DataFrame): Concatenated string.
"""

ret = pd.DataFrame()
ret["output"] = pd.Series(df.fillna("").values.tolist()).str.join("")
return ret
38 changes: 38 additions & 0 deletions evadb/functions/helpers/lower.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
# coding=utf-8
# Copyright 2018-2023 EvaDB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import pandas as pd

from evadb.functions.abstract.abstract_function import AbstractFunction


class Lower(AbstractFunction):
def setup(self):
pass

@property
def name(self):
return "LOWER"

def forward(self, df: pd.DataFrame) -> pd.DataFrame:
"""
Converts the string to Lower Case.

Returns:
ret (pd.DataFrame): String converted to Lower Case.
"""

ret = pd.DataFrame()
ret["output"] = df.map(lambda s: s.lower() if type(s) is str else s)
return ret
38 changes: 38 additions & 0 deletions evadb/functions/helpers/upper.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
# coding=utf-8
# Copyright 2018-2023 EvaDB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import pandas as pd

from evadb.functions.abstract.abstract_function import AbstractFunction


class Upper(AbstractFunction):
def setup(self):
pass

@property
def name(self):
return "UPPER"

def forward(self, df: pd.DataFrame) -> pd.DataFrame:
"""
Converts the string to Uppercase.

Returns:
ret (pd.DataFrame): String converted to Upper Case.
"""

ret = pd.DataFrame()
ret["output"] = df.map(lambda s: s.upper() if type(s) is str else s)
return ret
Original file line number Diff line number Diff line change
@@ -0,0 +1,108 @@
# coding=utf-8
# Copyright 2018-2023 EvaDB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import unittest
from test.util import get_evadb_for_testing

from evadb.server.command_handler import execute_query_fetch_all


class StrHelperTest(unittest.TestCase):
def setUp(self) -> None:
self.evadb = get_evadb_for_testing()
self.evadb.catalog().reset()
create_table_query = """CREATE TABLE IF NOT EXISTS Test (
input TEXT);
"""
execute_query_fetch_all(self.evadb, create_table_query)

test_prompts = ["EvaDB"]

for prompt in test_prompts:
insert_query = f"""INSERT INTO Test (input) VALUES ('{prompt}')"""
execute_query_fetch_all(self.evadb, insert_query)

def tearDown(self) -> None:
execute_query_fetch_all(self.evadb, "DROP TABLE IF EXISTS Test;")

def test_upper_function(self):
function_name = "UPPER"
execute_query_fetch_all(self.evadb, f"DROP FUNCTION IF EXISTS {function_name};")
create_function_query = f"""CREATE FUNCTION IF NOT EXISTS {function_name}
INPUT (inp ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
TYPE HelperFunction
IMPL 'evadb/functions/helpers/upper.py';
"""
execute_query_fetch_all(self.evadb, create_function_query)
query = "SELECT UPPER(input) FROM Test;"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["upper.output"][0], "EVADB")

query = "SELECT UPPER('test5')"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["upper.output"][0], "TEST5")

def test_lower_function(self):
function_name = "LOWER"
execute_query_fetch_all(self.evadb, f"DROP FUNCTION IF EXISTS {function_name};")
create_function_query = f"""CREATE FUNCTION IF NOT EXISTS {function_name}
INPUT (inp ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
TYPE HelperFunction
IMPL 'evadb/functions/helpers/lower.py';
"""
execute_query_fetch_all(self.evadb, create_function_query)
query = "SELECT LOWER(input) FROM Test;"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["lower.output"][0], "evadb")

query = "SELECT LOWER('TEST5')"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["lower.output"][0], "test5")

def test_concat_function(self):
function_name = "CONCAT"
execute_query_fetch_all(self.evadb, f"DROP FUNCTION IF EXISTS {function_name};")
create_function_query = f"""CREATE FUNCTION IF NOT EXISTS {function_name}
INPUT (inp ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
TYPE HelperFunction
IMPL 'evadb/functions/helpers/concat.py';
"""
execute_query_fetch_all(self.evadb, create_function_query)

execute_query_fetch_all(self.evadb, "DROP FUNCTION IF EXISTS UPPER;")
create_function_query = """CREATE FUNCTION IF NOT EXISTS UPPER
INPUT (inp ANYTYPE)
OUTPUT (output NDARRAY STR(ANYDIM))
TYPE HelperFunction
IMPL 'evadb/functions/helpers/upper.py';
"""

execute_query_fetch_all(self.evadb, create_function_query)
query = "SELECT CONCAT(UPPER('Eva'), 'DB');"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["concat.output"][0], "EVADB")

query = "SELECT CONCAT(input, '.com') FROM Test;"
output_batch = execute_query_fetch_all(self.evadb, query)
self.assertEqual(len(output_batch), 1)
self.assertEqual(output_batch.frames["concat.output"][0], "EvaDB.com")