transformers/tests/tools/test_text_question_answering.py

# coding=utf-8
# Copyright 2023 HuggingFace Inc.
#
# 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 transformers import load_tool

from .test_tools_common import ToolTesterMixin


TEXT = """
Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf originally as a company that developed a chatbot app targeted at teenagers.[2] After open-sourcing the model behind the chatbot, the company pivoted to focus on being a platform for machine learning.

In March 2021, Hugging Face raised $40 million in a Series B funding round.[3]

On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model.[4] In 2022, the workshop concluded with the announcement of BLOOM, a multilingual large language model with 176 billion parameters.[5]
"""


class TextQuestionAnsweringToolTester(unittest.TestCase, ToolTesterMixin):
    def setUp(self):
        self.tool = load_tool("text-question-answering")
        self.tool.setup()
        self.remote_tool = load_tool("text-question-answering", remote=True)

    def test_exact_match_arg(self):
        result = self.tool(TEXT, "What did Hugging Face do in April 2021?")
        self.assertEqual(result, "launched the BigScience Research Workshop")

    def test_exact_match_arg_remote(self):
        result = self.remote_tool(TEXT, "What did Hugging Face do in April 2021?")
        self.assertEqual(result, "launched the BigScience Research Workshop")

    def test_exact_match_kwarg(self):
        result = self.tool(text=TEXT, question="What did Hugging Face do in April 2021?")
        self.assertEqual(result, "launched the BigScience Research Workshop")

    def test_exact_match_kwarg_remote(self):
        result = self.remote_tool(text=TEXT, question="What did Hugging Face do in April 2021?")
        self.assertEqual(result, "launched the BigScience Research Workshop")