Merge pull request #140 from dt-yy/master

add data

.github/workflows/benchmark.yml

-# This workflow will install Python dependencies, run tests and lint with a variety of Python versions
-# For more information see: https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python
-
-name: mineru
-on:
-  push:
-    branches:
-      - "master"
-    paths-ignore:
-      - "cmds/**"
-      - "**.md"
-  pull_request:
-    branches:
-      - "master"
-    paths-ignore:
-      - "cmds/**"
-      - "**.md"
-  workflow_dispatch:
-jobs:
-  pdf-test:
-    runs-on: ubuntu-latest
-    timeout-minutes: 180
-    strategy:
-      fail-fast: true
-
-    steps:
-    - name: PDF benchmark
-      uses: actions/checkout@v3
-      with:
-        fetch-depth: 2
-    - name: check-requirements
-      run: |
-        pip install -r requirements.txt
-        pip install -r requirements-qa.txt
-    - name: get-benchmark-result
-      run: |
-        echo "start test"
-        echo $GITHUB_WORKSPACE
-        tree
-        cd $GITHUB_WORKSPACE && python tests/benchmark/benchmark.py
-  

.github/workflows/cli.yml

@@ -33,6 +33,7 @@ jobs:
       run: |
         pip install -r requirements.txt
         pip install -r requirements-qa.txt
+        pip install magic-pdf
     - name: test_cli
       run: |
         cp magic-pdf.template.json ~/magic-pdf.json
@@ -40,3 +41,6 @@ jobs:
         cd $GITHUB_WORKSPACE && export PYTHONPATH=. && pytest -s -v tests/test_unit.py
         cd $GITHUB_WORKSPACE &&  pytest -s -v tests/test_cli/test_cli.py
                                                                                                                             
+    - name: benchmark
+      run: |
+        cd $GITHUB_WORKSPACE &&  pytest -s -v tests/test_cli/test_bench.py

tests/magic-pdf.json

+{       
+    "temp-output-dir": "/tmp/"
+}

tests/test_cli/conf/conf.py

@@ -2,6 +2,6 @@ import os
 conf = {
 "code_path": os.environ.get('GITHUB_WORKSPACE'),
 "pdf_dev_path" : os.environ.get('GITHUB_WORKSPACE') + "/tests/test_cli/pdf_dev",
-"pdf_res_path": "/tmp"
+"pdf_res_path": "/tmp/magic-pdf"
 }
 

tests/test_cli/lib/calculate_score.py

+"""
+calculate_score
+"""
+import os
+import re
+import json
+from lib import scoring
+from nltk.translate.bleu_score import sentence_bleu, SmoothingFunction
+from nltk.tokenize import word_tokenize
+import nltk
+nltk.download('punkt')
+from Levenshtein import distance
+
+class Scoring:
+    """
+    calculate_score 
+    """
+    def __init__(self, result_path):
+        """
+        init
+        """
+        self.edit_distances = []
+        self.bleu_scores = []
+        self.sim_scores = []
+        self.filenames = []
+        self.score_dict = {}
+        self.anntion_cnt = 0
+        self.fw = open(result_path, "w+", encoding='utf-8')
+
+    def simple_bleu_score(self, candidate, reference):
+        """
+        get bleu score
+        """
+        candidate_tokens = word_tokenize(candidate)
+        reference_tokens = word_tokenize(reference)
+        return sentence_bleu([reference_tokens], candidate_tokens, smoothing_function=SmoothingFunction().method1)
+
+
+    def preprocess_string(self, s):
+        """
+        preprocess_string
+        """
+        sub_enter = re.sub(r'\n+', '\n', s)
+        return re.sub(r'  ', ' ', sub_enter)
+    
+    def calculate_similarity(self, annotion, actual, tool_type):
+        """
+        calculate_similarity
+        """
+        class_dict = {}
+        edit_distances = []
+        bleu_scores = []
+        sim_scores = list()
+        total_file = 0
+        for filename in os.listdir(annotion):
+            if filename.endswith('.md') and not filename.startswith('.'):
+                total_file = total_file + 1
+                with open(os.path.join(annotion, filename), 'r', encoding='utf-8') as file_a:
+                    content_a = file_a.read()
+                self.anntion_cnt = self.anntion_cnt + 1
+                filepath_b = os.path.join(actual, filename)
+                if os.path.exists(filepath_b):
+                    with open(filepath_b, 'r', encoding='utf-8') as file_b:
+                        content_b = file_b.read()
+                        self.filenames.append(filename)
+                        edit_dist = distance(self.preprocess_string(content_b),self.preprocess_string(content_a)) / max(len(content_a), len(content_b))
+                        self.edit_distances.append(edit_dist)
+                        edit_distances.append(edit_dist)
+                        bleu_score = self.simple_bleu_score(content_b, content_a)
+                        bleu_scores.append(bleu_score)
+                        self.bleu_scores.append(bleu_score)
+                        score = scoring.score_text(content_b, content_a)
+                        sim_scores.append(score)
+                        self.sim_scores.append(score)
+                        class_dict[filename] = {"edit_dist": edit_dist, "bleu_score": bleu_score, "sim_score": score}
+                        self.score_dict[filename] = {"edit_dist": edit_dist, "bleu_score": bleu_score, "sim_score": score}
+                else:  
+                    print(f"File {filename} not found in actual directory.")
+        class_average_edit_distance = sum(edit_distances) / len(edit_distances) if edit_distances else 0
+        class_average_bleu_score = sum(bleu_scores) / len(bleu_scores) if bleu_scores else 0
+        class_average_sim_score = sum(sim_scores) / len(sim_scores) if sim_scores else 0
+        self.fw.write(json.dumps(class_dict, ensure_ascii=False) + "\n")
+        ratio = len(class_dict)/total_file
+        self.fw.write(f"{tool_type} extract ratio:  {ratio}" + "\n")
+        self.fw.write(f"{tool_type} Average Levenshtein Distance: {class_average_edit_distance}" + "\n")
+        self.fw.write(f"{tool_type} Average BLEU Score: {class_average_bleu_score}" + "\n")
+        self.fw.write(f"{tool_type} Average Sim Score: {class_average_sim_score}" + "\n")
+        print (f"{tool_type} extract ratio: {ratio}")
+        print (f"{tool_type} Average Levenshtein Distance: {class_average_edit_distance}")
+        print (f"{tool_type} Average BLEU Score: {class_average_bleu_score}")
+        print (f"{tool_type} Average Sim Score: {class_average_sim_score}")
+        return self.score_dict
+    
+    def summary_scores(self):
+        """
+        calculate the average of edit distance, bleu score and sim score
+        """
+        over_all_dict = dict()
+        average_edit_distance = sum(self.edit_distances) / len(self.edit_distances) if self.edit_distances else 0  
+        average_bleu_score = sum(self.bleu_scores) / len(self.bleu_scores) if self.bleu_scores else 0  
+        average_sim_score = sum(self.sim_scores) / len(self.sim_scores) if self.sim_scores else 0
+        over_all_dict["average_edit_distance"] = average_edit_distance
+        over_all_dict["average_bleu_score"] = average_bleu_score
+        over_all_dict["average_sim_score"] = average_sim_score
+        self.fw.write(json.dumps(over_all_dict, ensure_ascii=False) + "\n")
+        return over_all_dict
+
+    def calculate_similarity_total(self, tool_type, download_dir):
+        """
+        calculate the average of edit distance, bleu score and sim score
+        """
+        annotion = os.path.join(download_dir, "annotations", "cleaned")
+        actual = os.path.join(download_dir, tool_type, "cleaned")
+        score = self.calculate_similarity(annotion, actual, tool_type)
+        return score
+

tests/test_cli/lib/common.py

 import subprocess
 import os
+
+
 def check_shell(cmd):
+    """
+    shell successful
+    """
     res = os.system(cmd)
     assert res == 0
 
-def count_folders_and_check_contents(directory):
-    # 获取目录下的所有文件和文件夹
-    contents = os.listdir(directory)
-    folder_count = 0
-    for item in contents:
-        # 检查是否为文件夹
-        if os.path.isdir(os.path.join(directory, item)):
-            # 检查文件夹是否为空
-            folder_path = os.path.join(directory, item)
-            for folder in os.listdir(folder_path):
-                folder_count = folder_count + 1
-                assert os.listdir(folder_path) is not None
-    print (folder_count)
-    assert folder_count == 14
+def count_folders_and_check_contents(file_path):
+    """"
+    获取文件夹大小
+    """
+    if os.path.exists(file_path):
+        folder_count = os.path.getsize(file_path)
+        assert folder_count > 0
 
 
 if __name__ == "__main__":

tests/test_cli/lib/pre_clean.py

+"""
+clean data
+"""
+import argparse
+import os
+import re
+import htmltabletomd # type: ignore
+import pypandoc
+import argparse
+
+parser = argparse.ArgumentParser(description="get tool type")
+parser.add_argument(
+    "--tool_name",
+    type=str,
+    required=True,
+    help="input tool name",
+)
+parser.add_argument(
+    "--download_dir",
+    type=str,
+    required=True,
+    help="input download dir",
+)
+args = parser.parse_args()
+
+def clean_markdown_images(content):
+    """
+    clean markdown images
+    """
+    pattern = re.compile(r'!\[[^\]]*\]\([^)]*\)', re.IGNORECASE)  
+    cleaned_content = pattern.sub('', content)   
+    return cleaned_content
+   
+def clean_ocrmath_photo(content):
+    """
+    clean ocrmath photo
+    """
+    pattern = re.compile(r'\\includegraphics\[.*?\]\{.*?\}', re.IGNORECASE)  
+    cleaned_content = pattern.sub('', content)   
+    return cleaned_content
+
+def convert_html_table_to_md(html_table):
+    """
+    convert html table to markdown table
+    """
+    lines = html_table.strip().split('\n')  
+    md_table = ''  
+    if lines and '<tr>' in lines[0]:  
+        in_thead = True  
+        for line in lines:  
+            if '<th>' in line:  
+                cells = re.findall(r'<th>(.*?)</th>', line)  
+                md_table += '| ' + ' | '.join(cells) + ' |\n'  
+                in_thead = False  
+            elif '<td>' in line and not in_thead:  
+                cells = re.findall(r'<td>(.*?)</td>', line)  
+                md_table += '| ' + ' | '.join(cells) + ' |\n'  
+        md_table = md_table.rstrip() + '\n'    
+    return md_table  
+ 
+def convert_latext_to_md(content):
+    """
+    convert latex table to markdown table
+    """
+    tables = re.findall(r'\\begin\{tabular\}(.*?)\\end\{tabular\}', content, re.DOTALL)  
+    placeholders = []  
+    for table in tables:  
+        placeholder = f"<!-- TABLE_PLACEHOLDER_{len(placeholders)} -->"  
+        replace_str = f"\\begin{{tabular}}{table}cl\\end{{tabular}}"
+        content = content.replace(replace_str, placeholder)  
+        try:
+            pypandoc.convert_text(replace_str,  format="latex", to="md", outputfile="output.md", encoding="utf-8")
+        except:
+            markdown_string = replace_str
+        else: 
+            markdown_string = open('output.md', 'r', encoding='utf-8').read()
+        placeholders.append((placeholder, markdown_string)) 
+    new_content = content  
+    for placeholder, md_table in placeholders:  
+        new_content = new_content.replace(placeholder, md_table)  
+        # 写入文件  
+    return new_content
+
+ 
+def convert_htmltale_to_md(content):
+    """
+    convert html table to markdown table
+    """
+    tables = re.findall(r'<table>(.*?)</table>', content, re.DOTALL)  
+    placeholders = []
+    for table in tables:
+        placeholder = f"<!-- TABLE_PLACEHOLDER_{len(placeholders)} -->"  
+        content = content.replace(f"<table>{table}</table>", placeholder)  
+        try:
+            convert_table = htmltabletomd.convert_table(table)
+        except:
+            convert_table = table
+        placeholders.append((placeholder,convert_table)) 
+    new_content = content  
+    for placeholder, md_table in placeholders:  
+        new_content = new_content.replace(placeholder, md_table)  
+        # 写入文件  
+    return new_content
+
+def clean_data(prod_type, download_dir):
+    """
+    clean data
+    """
+    tgt_dir = os.path.join(download_dir, prod_type, "cleaned")
+    if not os.path.exists(tgt_dir):  
+        os.makedirs(tgt_dir) 
+    source_dir = os.path.join(download_dir, prod_type)
+    filenames = os.listdir(source_dir)
+    for filename in filenames:
+        if filename.endswith('.md'):
+            input_file = os.path.join(source_dir, filename)
+            output_file = os.path.join(tgt_dir, "cleaned_" + filename)
+            with open(input_file, 'r', encoding='utf-8') as fr:
+                content = fr.read()
+                new_content = clean_markdown_images(content)
+                new_content = convert_html_table_to_md(new_content)
+                new_content = convert_latext_to_md(new_content)
+                new_content = convert_htmltale_to_md(new_content)
+                with open(output_file, 'w', encoding='utf-8') as fw:
+                    fw.write(new_content)
+
+
+if __name__ == '__main__':
+    tool_type = args.tool_name
+    download_dir = args.download_dir
+    clean_data(tool_type, download_dir)

tests/test_cli/lib/scoring.py

+import math
+
+from rapidfuzz import fuzz
+import re
+import regex
+from statistics import mean
+
+CHUNK_MIN_CHARS = 25
+
+def chunk_text(text, chunk_len=500):
+    chunks = [text[i:i+chunk_len] for i in range(0, len(text), chunk_len)]
+    chunks = [c for c in chunks if c.strip() and len(c) > CHUNK_MIN_CHARS]
+    return chunks
+
+
+def overlap_score(hypothesis_chunks, reference_chunks):
+    if len(reference_chunks) > 0:
+        length_modifier = len(hypothesis_chunks) / len(reference_chunks)
+    else:
+        length_modifier = 0
+    search_distance = max(len(reference_chunks) // 5, 10)
+    chunk_scores = []
+    for i, hyp_chunk in enumerate(hypothesis_chunks):
+        max_score = 0
+        total_len = 0
+        i_offset = int(i * length_modifier)
+        chunk_range = range(max(0, i_offset-search_distance), min(len(reference_chunks), i_offset+search_distance))
+        for j in chunk_range:
+            ref_chunk = reference_chunks[j]
+            score = fuzz.ratio(hyp_chunk, ref_chunk, score_cutoff=30) / 100
+            if score > max_score:
+                max_score = score
+                total_len = len(ref_chunk)
+        chunk_scores.append(max_score)
+    return chunk_scores
+
+
+def score_text(hypothesis, reference):
+    # Returns a 0-1 alignment score
+    hypothesis_chunks = chunk_text(hypothesis)
+    reference_chunks = chunk_text(reference)
+    chunk_scores = overlap_score(hypothesis_chunks, reference_chunks)
+    if len(chunk_scores) > 0:
+        mean_score = mean(chunk_scores)
+        return mean_score
+    else:
+        return 0
+    #return mean(chunk_scores)
\ No newline at end of file

tests/test_cli/magic-pdf.json

+{
+    "bucket_info":{
+        "bucket-name-1":["ak", "sk", "endpoint"],
+        "bucket-name-2":["ak", "sk", "endpoint"]
+    },
+    "temp-output-dir":"/tmp",
+    "models-dir":"/tmp/models",
+    "device-mode":"cpu"
+}
\ No newline at end of file

tests/test_cli/pdf_dev/14a75ee1-b88a-4fe7-bb10-62cbfabbfdec.html.json

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Program in Engineering Science, Chung Hua University, Hsinchu 30012, Taiwan"}, {"category_id": 15, "poly": [86.0, 149.0, 962.0, 154.0, 962.0, 188.0, 86.0, 183.0], "score": 0.98, "text": "3Department of Applied Mathematics, National Sun Yat-sen University, Kaohsiung 80424, Taiwan "}, {"category_id": 15, "poly": [91.0, 185.0, 1080.0, 185.0, 1080.0, 219.0, 91.0, 219.0], "score": 0.99, "text": "4Department of Computer Science and Engineering, National Sun Yat-sen University, Kaohsiung 80424, Taiwan"}, {"category_id": 15, "poly": [89.0, 239.0, 777.0, 239.0, 777.0, 270.0, 89.0, 270.0], "score": 1.0, "text": "Received 18 May 2013; Revised 26 August 2013; Accepted 29 August 2013"}, {"category_id": 15, "poly": [89.0, 287.0, 445.0, 290.0, 445.0, 324.0, 88.0, 322.0], "score": 0.98, "text": "Academic Editor: Rodrigo Lopez Pouso"}, {"category_id": 15, "poly": [89.0, 373.0, 876.0, 373.0, 876.0, 404.0, 89.0, 404.0], "score": 0.99, "text": "distribution, and reproduction in any medium, provided the original work is properly cited."}, {"category_id": 15, "poly": [91.0, 434.0, 280.0, 434.0, 280.0, 463.0, 91.0, 463.0], "score": 0.99, "text": "Linked References"}, {"category_id": 15, "poly": [116.0, 490.0, 1513.0, 490.0, 1513.0, 524.0, 116.0, 524.0], "score": 0.98, "text": "1. M. R. Barone and D. A. Caulk, \u201cSpecial boundary integral equations for approximate solution ofLaplace's equation in two-dimensional regions with circular"}, {"category_id": 15, "poly": [148.0, 551.0, 332.0, 551.0, 332.0, 577.0, 148.0, 577.0], "score": 1.0, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [113.0, 577.0, 1520.0, 577.0, 1520.0, 612.0, 113.0, 612.0], "score": 0.97, "text": " 2. M. R. Barone and D. A. Caulk, \u201cSpecial boundary integral equations for approximate soution ofpotential problems in three-dimensional regions with slender"}, {"category_id": 15, "poly": [148.0, 607.0, 1513.0, 607.0, 1513.0, 641.0, 148.0, 641.0], "score": 0.98, "text": "cavities ofcircular cross-section,\" IMA Journal of Applied Mathematics, vol. 35, no. 3, pp. 311-325, 1985. View at Publisher \u00b7 View at Google Scholar "}, {"category_id": 15, "poly": [150.0, 638.0, 332.0, 638.0, 332.0, 665.0, 150.0, 665.0], "score": 0.99, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [111.0, 660.0, 1542.0, 663.0, 1542.0, 697.0, 111.0, 694.0], "score": 0.97, "text": " 3. D. A. Caulk, \u201cAnalysis of steady heat conduction in regions with circular holes by a special boundary-integral method,\u201d IMA Journal of Applied Mathematics,"}, {"category_id": 15, "poly": [148.0, 694.0, 620.0, 694.0, 620.0, 726.0, 148.0, 726.0], "score": 0.97, "text": "vol. 30, pp. 231-246, 1983. View at Go0gle Scholar"}, {"category_id": 15, "poly": [111.0, 719.0, 1560.0, 724.0, 1559.0, 758.0, 111.0, 753.0], "score": 0.98, "text": "4. M. D. Bird and C. R. Steele, \u201cA solution procedure for Laplace's equation on mutiply connected circular domains,\u201d Journal of Applied Mechanics, vol. 59, pp."}, {"category_id": 15, "poly": [145.0, 750.0, 524.0, 750.0, 524.0, 782.0, 145.0, 782.0], "score": 0.99, "text": "398-3404, 1992. View at Go0gle Scholar"}, {"category_id": 15, "poly": [113.0, 780.0, 1537.0, 780.0, 1537.0, 811.0, 113.0, 811.0], "score": 0.99, "text": "5. Z. C. Li, Combined Methods for Elliptic Equations with Singularities, Interfaces and Infinities, Kluwer Academic Publishers, Boston, Mass, USA, 1998."}, {"category_id": 15, "poly": [138.0, 833.0, 1459.0, 836.0, 1459.0, 870.0, 138.0, 867.0], "score": 0.98, "text": "Z.-C. Li, T.-T. Lu, H-Y. Hu, and A. H-D. Cheng, Trefftz and Collocation Methods, WIT Press, Boston, Mass, USA, 2008. View at MathSciNet"}, {"category_id": 15, "poly": [118.0, 843.0, 150.0, 843.0, 150.0, 863.0, 118.0, 863.0], "score": 1.0, "text": "6."}, {"category_id": 15, "poly": [111.0, 862.0, 1525.0, 865.0, 1525.0, 899.0, 111.0, 897.0], "score": 0.96, "text": "7. W. T. Ang and I. Kang, \u201cA complex variable boundary element method for eliptic partial differential equations in a multiple-connected region,\" International"}, {"category_id": 15, "poly": [145.0, 897.0, 1382.0, 897.0, 1382.0, 928.0, 145.0, 928.0], "score": 0.99, "text": "Journal of Computer Mathematics, vol. 75, no. 4, pp. 515-525, 2000. View at Publisher \u00b7 View at Google Scholar View at MathSciNet"}, {"category_id": 15, "poly": [108.0, 921.0, 1491.0, 923.0, 1491.0, 958.0, 108.0, 955.0], "score": 0.98, "text": "8. J. T. Chen, S. R. Kuo, and J. H. Lin, \u201cAnalytical study and numerical experiments for degenerate scale problems in the boundary element method for two-"}, {"category_id": 15, "poly": [145.0, 955.0, 1488.0, 955.0, 1488.0, 987.0, 145.0, 987.0], "score": 0.98, "text": "dimensional elasticity,\" International Journal for Numerical Methods in Engineering, vol. 54, no. 12, pp. 1669-1681, 2002. View at Go0gle Scholar"}, {"category_id": 15, "poly": [111.0, 979.0, 1557.0, 982.0, 1557.0, 1016.0, 111.0, 1014.0], "score": 0.98, "text": " 9. J. T. Chen, C. F. Lee, J. L. Chen, and J. H. Lin,\u201cAn alternative method for degenerate scale problem in boundary element methods for two-dimensional Laplace"}, {"category_id": 15, "poly": [145.0, 1011.0, 1156.0, 1011.0, 1156.0, 1045.0, 145.0, 1045.0], "score": 0.98, "text": "equation,\" Engineering Analysis with Boundary Elements, vol. 26, pp. 559-569, 2002. View at Google Scholar"}, {"category_id": 15, "poly": [103.0, 1040.0, 1540.0, 1040.0, 1540.0, 1074.0, 103.0, 1074.0], "score": 0.98, "text": "10. J-T. Chen and W.-C. Shen, Degenerate scale for multiply connected Laplace problems,\u201d\" Mechanics Research Communications, vol. 34, no. 1, pp. 69-77,"}, {"category_id": 15, "poly": [143.0, 1065.0, 795.0, 1067.0, 794.0, 1101.0, 143.0, 1099.0], "score": 0.96, "text": " 2007. View at Publisher : View at Google Scholar \u00b7 View at MathSciNet"}, {"category_id": 15, "poly": [101.0, 1094.0, 1520.0, 1096.0, 1520.0, 1131.0, 101.0, 1128.0], "score": 0.97, "text": "11. J.-T. Chen and W.-C. Shen, *Null-field approach for Laplace problems with circular boundaries using degenerate kermels,\" Numerical Methods for Partial"}, {"category_id": 15, "poly": [145.0, 1123.0, 1245.0, 1126.0, 1245.0, 1160.0, 145.0, 1157.0], "score": 0.97, "text": "Differential Equations, vol. 25, no. 1, pp. 63-86, 2009. View at Publisher \u00b7 View at Google Scholar View at MathSciNet"}, {"category_id": 15, "poly": [98.0, 1150.0, 1560.0, 1152.0, 1559.0, 1194.0, 98.0, 1191.0], "score": 0.85, "text": "12. J. T. Chen, H C. Shh, Y. T. L, and J W.Lee, Bpolar coordat, ge mthd and thmthd offdamtal sotios forGrens fctions ofLae"}, {"category_id": 15, "poly": [101.0, 1240.0, 1560.0, 1243.0, 1559.0, 1277.0, 101.0, 1274.0], "score": 0.98, "text": "13. J. T. Chen, C. S. Wu, and K. H. Chen,\u201cA study of fee terms for plate problems in the dual boundary integral equations,\u201d Engineering Analysis with Boundary"}, {"category_id": 15, "poly": [145.0, 1272.0, 718.0, 1272.0, 718.0, 1306.0, 145.0, 1306.0], "score": 0.97, "text": "Elements, vol. 29, pp. 435-446, 2005. View at Go0gle Scholar"}, {"category_id": 15, "poly": [103.0, 1301.0, 1476.0, 1301.0, 1476.0, 1335.0, 103.0, 1335.0], "score": 0.97, "text": "14. S. R. Kuo, J. T. Chen, and S. K. Kao, \u03bcLinkage between the unit logarithmic capacity in the theory of complex variables and the degenerate scale in the"}, {"category_id": 15, "poly": [148.0, 1330.0, 1038.0, 1330.0, 1038.0, 1364.0, 148.0, 1364.0], "score": 0.97, "text": "BEM/BIEMs,\u201d\" Applied Mathematics Letters, vol. 29, pp. 929-938, 2013. View at Go0gle Scholar"}, {"category_id": 15, "poly": [98.0, 1352.0, 1535.0, 1355.0, 1535.0, 1396.0, 98.0, 1394.0], "score": 0.87, "text": "15. M-G. Le, Z-C. L, H-T. Hang, and J. Y. Chang \u201cConservative schemes and degenerate scale problens in the nullfeld methd for Dirichet probems of"}, {"category_id": 15, "poly": [148.0, 1386.0, 1560.0, 1386.0, 1560.0, 1420.0, 148.0, 1420.0], "score": 0.98, "text": "Laplace's equation in circular domains with circular holes,\u201d Engineering Analysis with Boundary Elements, vol 37, no. 1, pp. 95-106, 2013. View at Publisher"}, {"category_id": 15, "poly": [153.0, 1418.0, 576.0, 1418.0, 576.0, 1450.0, 153.0, 1450.0], "score": 0.98, "text": "View at Google Scholar : View at MathSciNet"}, {"category_id": 15, "poly": [103.0, 1445.0, 1545.0, 1445.0, 1545.0, 1479.0, 103.0, 1479.0], "score": 0.97, "text": "16. M-G. Lee, Z.-C. Li, L. P. Zhang, H-T. Huang, and J. Y. Chiang, \u201cAlgorithm singularity of the nul-field method for Dirichlet problems ofLaplace's equation in"}, {"category_id": 15, "poly": [145.0, 1472.0, 972.0, 1474.0, 972.0, 1508.0, 145.0, 1506.0], "score": 0.97, "text": "annular and circular domains,\u2019 submitted to. Engineering Analysis with Boundary Elements."}, {"category_id": 15, "poly": [103.0, 1503.0, 1540.0, 1503.0, 1540.0, 1537.0, 103.0, 1537.0], "score": 0.97, "text": "17. Z.-C. Li, H-T. Huang, C.-P. Liaw, and M.-G. Lee, \u201cThe null-field method of Dirichlet problems of Laplace's equation on circular domains with circular holes,\""}, {"category_id": 15, "poly": [145.0, 1530.0, 1491.0, 1533.0, 1491.0, 1567.0, 145.0, 1564.0], "score": 0.97, "text": "Engineering Analysis with Boundary Elements, vol. 36, no. 3, pp. 477-491, 2012. View at Publisher View at Go0gle Scholar \u00b7 View at MathSciNet"}, {"category_id": 15, "poly": [103.0, 1562.0, 1451.0, 1562.0, 1451.0, 1596.0, 103.0, 1596.0], "score": 0.97, "text": "18. V. D. Kupradze and M A. Aleksidze, The method of functional equations for the approximate soution of certain boundary-value problems,\" USSR"}, {"category_id": 15, "poly": [103.0, 1620.0, 1540.0, 1620.0, 1540.0, 1654.0, 103.0, 1654.0], "score": 0.98, "text": "19. G. Fairweather and A. Karageorghis, \u201cThe method of fundamental solutions for ellptic boundary value problems,\u201d Advances in Computational Mathematics,"}, {"category_id": 15, "poly": [98.0, 1671.0, 1520.0, 1674.0, 1520.0, 1715.0, 98.0, 1713.0], "score": 0.93, "text": "20. C. S. Chen, Y. C. Hon, and R A.Schaback, Scientific computing with radial basis functions [Ph.D. thesis], Department of Mathematis, Universityof"}, {"category_id": 15, "poly": [145.0, 1708.0, 615.0, 1708.0, 615.0, 1740.0, 145.0, 1740.0], "score": 0.98, "text": "Southern Mississippi Hattiesburg, Miss, USA, 2005."}, {"category_id": 15, "poly": [101.0, 1730.0, 1552.0, 1735.0, 1552.0, 1774.0, 101.0, 1769.0], "score": 0.95, "text": "21. Z-C. Li H-T. Huang, M-G. Lee, and J. Y. Chiang, \u201cError analysis ofthe method of fundamental soutions for linear elastostatics,\" Journal of Computational"}, {"category_id": 15, "poly": [106.0, 1796.0, 153.0, 1796.0, 153.0, 1822.0, 106.0, 1822.0], "score": 1.0, "text": "22."}, {"category_id": 15, "poly": [138.0, 1791.0, 1464.0, 1793.0, 1464.0, 1827.0, 138.0, 1825.0], "score": 0.98, "text": "Z.-C. Li, J. Huang, and H.-T. Huang, \u201cStability analysis of method of fundamental solutions for mixed boundary value problems of Laplace's equation,\""}, {"category_id": 15, "poly": [148.0, 1825.0, 1154.0, 1825.0, 1154.0, 1857.0, 148.0, 1857.0], "score": 0.97, "text": "Computing, vol. 88, no. 1-2, pp. 1-29, 2010. View at Publisher View at Go0gle Scholar View at MathSciNet"}, {"category_id": 15, "poly": [96.0, 1847.0, 1518.0, 1849.0, 1518.0, 1891.0, 96.0, 1888.0], "score": 0.87, "text": "23. T.Wridt, Reviewofthe mulfe methd with discrete souce,Joural of Quatitative Spectroscopy and Raditive Transfer, vol 106, p 534545,"}, {"category_id": 15, "poly": [143.0, 1878.0, 423.0, 1881.0, 423.0, 1915.0, 143.0, 1913.0], "score": 0.99, "text": " 2007. View at Google Scholar"}, {"category_id": 15, "poly": [101.0, 1908.0, 1545.0, 1913.0, 1545.0, 1947.0, 101.0, 1942.0], "score": 0.97, "text": " 24. A. Doicu and T. Wried, \u201cCalculation ofthe T matrix in the null-field method with discret sources,\u201d\" The Journal of the Optical Society of America, vol. 16, pp."}, {"category_id": 15, "poly": [145.0, 1934.0, 536.0, 1940.0, 536.0, 1974.0, 145.0, 1969.0], "score": 0.99, "text": "2539-2544, 1999. View at Google Scholar"}, {"category_id": 15, "poly": [101.0, 1964.0, 1540.0, 1966.0, 1540.0, 2000.0, 101.0, 1998.0], "score": 0.98, "text": " 25. J. Hellmers, V. Schmidt, and T. Wriedt, \u201cImproving the numerical instabilty of T-matrix light scattering calculations for extreme articles shapes using the nulfeld"}, {"category_id": 15, "poly": [143.0, 1991.0, 1513.0, 1993.0, 1513.0, 2034.0, 143.0, 2032.0], "score": 0.9, "text": "method with discrete sources, Journal of Quantitative Spectroscopy and Radiative Transfer, vol. 112, pp. 1679-1686, 2011. VwatGoogle Scholr"}, {"category_id": 15, "poly": [98.0, 2020.0, 1555.0, 2022.0, 1555.0, 2064.0, 98.0, 2061.0], "score": 0.85, "text": "26. D. Palaniapan, \u201cEctrostatics ofto intersectin conucting cynders,\u201d Mathematical and Comuter Mdelling, vol 36, no. 7-8, pp. 8230, 2002.Vw"}, {"category_id": 15, "poly": [148.0, 2054.0, 681.0, 2054.0, 681.0, 2088.0, 148.0, 2088.0], "score": 0.98, "text": "at Publisher View at Google Scholar : View at MathSciNet"}, {"category_id": 15, "poly": [106.0, 2086.0, 153.0, 2086.0, 153.0, 2112.0, 106.0, 2112.0], "score": 1.0, "text": "27."}, {"category_id": 15, "poly": [140.0, 2081.0, 1562.0, 2083.0, 1562.0, 2117.0, 140.0, 2115.0], "score": 0.98, "text": "M. Abramowitz and I. A. Stegun, Handbook of Mathematical Functions with Formulas, Graphs and Mathematical Tables, Dover Publications, New York,"}, {"category_id": 15, "poly": [148.0, 2115.0, 303.0, 2115.0, 303.0, 2142.0, 148.0, 2142.0], "score": 1.0, "text": "NY, USA, 1964."}, {"category_id": 15, "poly": [101.0, 2139.0, 1555.0, 2142.0, 1555.0, 2176.0, 101.0, 2173.0], "score": 0.99, "text": "28. K. E. Atkinson, A Survey of Numerical Methods for the Solutions of Fredholm Integral Equations of the Second Kind, Cambridge University Press, 1997."}, {"category_id": 15, "poly": [106.0, 2173.0, 153.0, 2173.0, 153.0, 2200.0, 106.0, 2200.0], "score": 1.0, "text": "29."}, {"category_id": 15, "poly": [148.0, 2200.0, 258.0, 2200.0, 258.0, 2234.0, 148.0, 2234.0], "score": 1.0, "text": "MathSciNet"}, {"category_id": 15, "poly": [101.0, 2227.0, 1299.0, 2229.0, 1299.0, 2263.0, 101.0, 2261.0], "score": 0.98, "text": " 30. C. B. Liem, T. Li, and T. M. Shih, The Splitting Extrapolation Method, World Scientific, Singapore, 1995. View at MathSciNet"}, {"category_id": 15, "poly": [89.0, 339.0, 180.0, 339.0, 180.0, 373.0, 89.0, 373.0], "score": 1.0, "text": "Copyright"}, {"category_id": 15, "poly": [205.0, 339.0, 1528.0, 339.0, 1528.0, 373.0, 205.0, 373.0], "score": 0.97, "text": "2013 Hung- Tsai Huang et al. This is an open access article distributed under the Creative Commons Atribution License, which permits umrestricted use,"}, {"category_id": 15, "poly": [148.0, 1187.0, 1424.0, 1187.0, 1424.0, 1221.0, 148.0, 1221.0], "score": 0.98, "text": "problems containing circular boundaries,\u201d\" Engineering Analysis with Boundary Elements, vol. 35, no. 2, pp. 236-243, 2011. View at Publisher"}, {"category_id": 15, "poly": [1440.0, 1187.0, 1515.0, 1187.0, 1515.0, 1221.0, 1440.0, 1221.0], "score": 0.97, "text": "View at"}, {"category_id": 15, "poly": [148.0, 809.0, 304.0, 809.0, 304.0, 841.0, 148.0, 841.0], "score": 1.0, "text": "View at Publisher"}, {"category_id": 15, "poly": [148.0, 1589.0, 1124.0, 1589.0, 1124.0, 1623.0, 148.0, 1623.0], "score": 0.97, "text": "Computational Mathematics and Mathematical Physics, vol. 4, pp. 82-126, 1964. View at Google Scholar"}, {"category_id": 15, "poly": [1140.0, 1589.0, 1323.0, 1589.0, 1323.0, 1623.0, 1140.0, 1623.0], "score": 0.97, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [145.0, 519.0, 1276.0, 519.0, 1276.0, 553.0, 145.0, 553.0], "score": 0.98, "text": "holes,\" The Quarterly Journal of Mechanics and Applied Mathematics, vol. 34, no. 3, pp. 265-286, 1981. View at Publisher"}, {"category_id": 15, "poly": [1291.0, 519.0, 1515.0, 519.0, 1515.0, 553.0, 1291.0, 553.0], "score": 0.94, "text": "View at Google Scholar -"}, {"category_id": 15, "poly": [148.0, 1766.0, 1052.0, 1766.0, 1052.0, 1798.0, 148.0, 1798.0], "score": 0.98, "text": "and Applied Mathematics, vol. 251, pp. 133-153, 2013. View at Publisher View at Go0gle Scholar"}, {"category_id": 15, "poly": [1067.0, 1766.0, 1255.0, 1766.0, 1255.0, 1798.0, 1067.0, 1798.0], "score": 1.0, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [135.0, 2166.0, 1191.0, 2168.0, 1191.0, 2210.0, 135.0, 2207.0], "score": 0.96, "text": "G. C. Hsiao and W. L. Wendand, Boundary Integral Equations, Springer, Berln, Germany, 2008. View at Publisher"}, {"category_id": 15, "poly": [1207.0, 2166.0, 1510.0, 2168.0, 1510.0, 2210.0, 1207.0, 2207.0], "score": 0.99, "text": "Vew at Google Scholar View at"}, {"category_id": 15, "poly": [148.0, 1213.0, 287.0, 1213.0, 287.0, 1245.0, 148.0, 1245.0], "score": 0.99, "text": "Google Scholar"}, {"category_id": 15, "poly": [302.0, 1213.0, 490.0, 1213.0, 490.0, 1245.0, 302.0, 1245.0], "score": 1.0, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [320.0, 809.0, 533.0, 809.0, 533.0, 841.0, 320.0, 841.0], "score": 0.97, "text": "View at Google Scholar"}, {"category_id": 15, "poly": [549.0, 809.0, 733.0, 809.0, 733.0, 841.0, 549.0, 841.0], "score": 1.0, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [848.0, 1649.0, 1036.0, 1649.0, 1036.0, 1684.0, 848.0, 1684.0], "score": 1.0, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [148.0, 1649.0, 604.0, 1649.0, 604.0, 1684.0, 148.0, 1684.0], "score": 0.97, "text": "vol. 9, no. 1-2, pp. 69-95, 1998. View at Publisher"}, {"category_id": 15, "poly": [620.0, 1649.0, 833.0, 1649.0, 833.0, 1684.0, 620.0, 1684.0], "score": 0.97, "text": "View at Google Scholar"}], "page_info": {"page_no": 1, "height": 2339, "width": 1653}}, {"layout_dets": [{"category_id": 1, "poly": [105.59308624267578, 75.29589080810547, 1552.5455322265625, 75.29589080810547, 1552.5455322265625, 368.9474182128906, 105.59308624267578, 368.9474182128906], "score": 0.9942938089370728}, {"category_id": 13, "poly": [231, 173, 245, 173, 245, 188, 231, 188], "score": 0.28, "latex": "\\cdot"}, {"category_id": 15, "poly": [96.0, 73.0, 1523.0, 76.0, 1523.0, 117.0, 96.0, 114.0], "score": 0.96, "text": " 31. H-O. Kreiss and J. Oliger, \u201cStability ofthe Fourier method,\" SIAM Journal on Numerical Analysis, vol 16, no. 3, pp. 421-433, 1979. View at Publisher "}, {"category_id": 15, "poly": [145.0, 110.0, 563.0, 110.0, 563.0, 141.0, 145.0, 141.0], "score": 0.98, "text": "View at Google Scholar \u00b7 View at MathSciNet"}, {"category_id": 15, "poly": [103.0, 139.0, 148.0, 139.0, 148.0, 166.0, 103.0, 166.0], "score": 1.0, "text": "32."}, {"category_id": 15, "poly": [140.0, 134.0, 1560.0, 136.0, 1559.0, 171.0, 140.0, 168.0], "score": 0.98, "text": " J. E. Pasciak, \u201cSpectral and pseudospectral methods for advection equations,\u201d\" Mathematics of Computation, vol. 35, no. 152, pp. 1081-1092, 1980. View at"}, {"category_id": 15, "poly": [98.0, 192.0, 1547.0, 195.0, 1547.0, 229.0, 98.0, 227.0], "score": 0.98, "text": " 33. C. Canuto and A. Quarteroni, \u201cApproximation results for orthogonal polynomials in Sobolev spaces,\" Mathematics of Computation, vol. 38, no. 157, pp. 67-"}, {"category_id": 15, "poly": [140.0, 222.0, 829.0, 224.0, 829.0, 258.0, 140.0, 256.0], "score": 0.98, "text": " 86, 1982. View at Publisher View at Google Scholar \u00b7 View at MathSciNet"}, {"category_id": 15, "poly": [101.0, 253.0, 1515.0, 253.0, 1515.0, 288.0, 101.0, 288.0], "score": 0.98, "text": " 34. C. Canuto, M. Y. Hussaini, A. Quarteroni and T. A. Zang, Spectral Methods, Fundamentals in Single Domains, Springer, New York, NY, USA, 2006."}, {"category_id": 15, "poly": [148.0, 285.0, 337.0, 285.0, 337.0, 314.0, 148.0, 314.0], "score": 0.97, "text": "View at MathSciNet"}, {"category_id": 15, "poly": [103.0, 314.0, 148.0, 314.0, 148.0, 341.0, 103.0, 341.0], "score": 1.0, "text": "35."}, {"category_id": 15, "poly": [138.0, 307.0, 1523.0, 309.0, 1523.0, 351.0, 138.0, 348.0], "score": 0.96, "text": "Z-C. Li, H-T. Huang, Y. Wei, and A. H-D. Cheng, Effective Condition Number for Numerical Partial Differential Equations, Science Press, Bejing."}, {"category_id": 15, "poly": [148.0, 344.0, 263.0, 344.0, 263.0, 370.0, 148.0, 370.0], "score": 0.99, "text": "China, 2013."}, {"category_id": 15, "poly": [145.0, 168.0, 230.0, 168.0, 230.0, 200.0, 145.0, 200.0], "score": 0.99, "text": "Publisher"}, {"category_id": 15, "poly": [246.0, 168.0, 662.0, 168.0, 662.0, 200.0, 246.0, 200.0], "score": 0.96, "text": "View at Google Scholar : View at MathSciNet"}], "page_info": {"page_no": 2, "height": 2339, "width": 1653}}]
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tests/test_cli/pdf_dev/2365839d-4116-45de-b2f0-3a740e1d6c20.html.json

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480.0, 765.0, 480.0, 765.0, 512.0, 89.0, 512.0], "score": 0.98, "text": "The following is the list of published articles that have cited the current article."}, {"category_id": 15, "poly": [140.0, 587.0, 1550.0, 587.0, 1550.0, 621.0, 140.0, 621.0], "score": 0.99, "text": "Yuanheng Wang, and Humin Shi, \u201cA Modified Mixed Ishikawa Iteration for Common Fixed Points of Two Asymptotically Quasi Pseudocontractive Type Non-"}, {"category_id": 15, "poly": [140.0, 646.0, 1525.0, 646.0, 1525.0, 680.0, 140.0, 680.0], "score": 0.98, "text": "Yuanheng Wang, \u201cStrong Convergence Theorems for Common Fixed Points of an Infinite Family of Asymptotically Nonexpansive Mappings,\u201d Abstract and"}, {"category_id": 15, "poly": [89.0, 329.0, 180.0, 329.0, 180.0, 363.0, 89.0, 363.0], "score": 1.0, "text": "Copyright"}, {"category_id": 15, "poly": [205.0, 329.0, 1500.0, 329.0, 1500.0, 363.0, 205.0, 363.0], "score": 0.99, "text": "2013 Yuanheng Wang and Weifeng Xuan. 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