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陈赣
2026-06-05 16:53:03 +08:00
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# Copyright 2026 The HuggingFace Inc. team. All rights reserved.
#
# 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.
"""Testing suite for the PPChart2Table model."""
import unittest
from transformers import AutoModelForImageTextToText, AutoProcessor
from transformers.testing_utils import cleanup, require_torch, require_vision, slow, torch_device
from ...test_processing_common import url_to_local_path
@slow
@require_vision
@require_torch
class PPChart2TableIntegrationTest(unittest.TestCase):
def setUp(self):
model_path = "PaddlePaddle/PP-Chart2Table_safetensors"
self.model = AutoModelForImageTextToText.from_pretrained(model_path).to(torch_device)
self.processor = AutoProcessor.from_pretrained(model_path)
self.conversation = [
{
"role": "user",
"content": [
{
"type": "image",
"url": url_to_local_path(
"https://paddle-model-ecology.bj.bcebos.com/paddlex/imgs/demo_image/chart_parsing_02.png"
),
},
],
},
]
def tearDown(self):
cleanup(torch_device, gc_collect=True)
def test_small_model_integration_test_pp_chart2table(self):
inputs = self.processor.apply_chat_template(
self.conversation,
tokenize=True,
add_generation_prompt=True,
truncation=True,
return_dict=True,
return_tensors="pt",
).to(self.model.device)
generated_ids = self.model.generate(**inputs, do_sample=False, max_new_tokens=32)
generated_ids_trimmed = [out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)]
decoded_output = self.processor.batch_decode(
generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
)
expected_output = ["年份 | 单家五星级旅游饭店年平均营收 (百万元) | 单家五星级旅游饭店年平均利润 (百万元)\n"]
self.assertEqual(decoded_output, expected_output)
def test_small_model_integration_test_pp_chart2table_batched(self):
inputs = self.processor.apply_chat_template(
[self.conversation, self.conversation],
tokenize=True,
add_generation_prompt=True,
truncation=True,
return_dict=True,
return_tensors="pt",
).to(self.model.device)
generated_ids = self.model.generate(**inputs, do_sample=False, max_new_tokens=6)
generated_ids_trimmed = [out_ids[len(in_ids) :] for in_ids, out_ids in zip(inputs.input_ids, generated_ids)]
decoded_output = self.processor.batch_decode(
generated_ids_trimmed, skip_special_tokens=True, clean_up_tokenization_spaces=False
)
expected_output = ["年份 | 单家", "年份 | 单家"]
self.assertEqual(decoded_output, expected_output)