Update main_analyzer.py
Browse files- main_analyzer.py +120 -92
main_analyzer.py
CHANGED
|
@@ -4,127 +4,155 @@ import os
|
|
| 4 |
import tempfile
|
| 5 |
import re
|
| 6 |
import traceback
|
| 7 |
-
from typing import Tuple, Dict, Any, List
|
| 8 |
from collections import defaultdict
|
| 9 |
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
|
|
|
|
|
|
| 13 |
from content_analysis import (
|
| 14 |
check_metadata, check_disclosures, check_figures_and_tables,
|
| 15 |
-
check_references_summary, check_structure,
|
| 16 |
check_figure_order, check_reference_order
|
| 17 |
)
|
| 18 |
-
|
|
|
|
|
|
|
|
|
|
| 19 |
|
| 20 |
def analyze_pdf(filepath_or_stream: Any) -> Tuple[Dict[str, Any], None]:
|
|
|
|
|
|
|
| 21 |
doc_for_mapping = None
|
| 22 |
-
temp_fitz_file_path = None
|
| 23 |
|
| 24 |
try:
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 31 |
|
| 32 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
|
| 34 |
-
|
| 35 |
-
return {"error": f"Language/Regex check error: {language_and_regex_issue_report['error']}"}, None
|
| 36 |
|
| 37 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 38 |
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 51 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 52 |
try:
|
| 53 |
-
doc_for_mapping = fitz.open(
|
| 54 |
if doc_for_mapping.page_count > 0:
|
| 55 |
-
print(f"
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
if not issue_dict['is_mapped_to_pdf']:
|
| 64 |
-
unmapped_issues_on_this_page_by_context[issue_dict['context_text']].append(issue_dict)
|
| 65 |
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
else:
|
| 81 |
-
print("No language/regex issues found within the defined content boundaries to map.")
|
| 82 |
except Exception as e_map:
|
| 83 |
-
print(f"Error during PDF coordinate mapping: {e_map}")
|
| 84 |
-
traceback.print_exc()
|
| 85 |
finally:
|
| 86 |
if doc_for_mapping: doc_for_mapping.close()
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
|
|
|
| 90 |
final_formatted_issues_list = []
|
| 91 |
for issue_data in detailed_issues_for_mapping:
|
| 92 |
-
|
| 93 |
-
coords_for_json = []
|
| 94 |
-
|
| 95 |
-
|
| 96 |
-
|
| 97 |
-
|
| 98 |
-
|
| 99 |
final_formatted_issues_list.append({
|
| 100 |
-
"message": issue_data
|
| 101 |
-
"
|
| 102 |
-
"
|
| 103 |
-
"
|
| 104 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 105 |
})
|
| 106 |
-
|
| 107 |
results = {
|
| 108 |
"issues": final_formatted_issues_list,
|
| 109 |
-
"document_checks":
|
| 110 |
-
"metadata": check_metadata(cleaned_plain_text_for_regex),
|
| 111 |
-
"disclosures": check_disclosures(cleaned_plain_text_for_regex),
|
| 112 |
-
"figures_and_tables": check_figures_and_tables(cleaned_plain_text_for_regex),
|
| 113 |
-
"references_summary": check_references_summary(cleaned_plain_text_for_regex),
|
| 114 |
-
"structure": check_structure(cleaned_plain_text_for_regex),
|
| 115 |
-
"figure_order_analysis": check_figure_order(cleaned_plain_text_for_regex),
|
| 116 |
-
"reference_order_analysis": check_reference_order(cleaned_plain_text_for_regex),
|
| 117 |
-
"plain_language_summary_present": bool(re.search(r'plain language summary', cleaned_plain_text_for_regex, re.IGNORECASE)),
|
| 118 |
-
"readability_issues_detected": False,
|
| 119 |
-
}
|
| 120 |
}
|
| 121 |
-
|
| 122 |
return results, None
|
| 123 |
-
|
| 124 |
except Exception as e:
|
| 125 |
-
print(f"Overall analysis error in analyze_pdf: {e}")
|
| 126 |
-
|
| 127 |
-
|
| 128 |
-
if
|
| 129 |
-
|
| 130 |
-
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
import tempfile
|
| 5 |
import re
|
| 6 |
import traceback
|
| 7 |
+
from typing import Tuple, Dict, Any, List
|
| 8 |
from collections import defaultdict
|
| 9 |
|
| 10 |
+
from pdf_processing import (
|
| 11 |
+
extract_font_filtered_markdown,
|
| 12 |
+
extract_plain_text_from_original_pdf,
|
| 13 |
+
try_map_issues_to_page_rects
|
| 14 |
+
)
|
| 15 |
from content_analysis import (
|
| 16 |
check_metadata, check_disclosures, check_figures_and_tables,
|
| 17 |
+
check_references_summary, check_structure,
|
| 18 |
check_figure_order, check_reference_order
|
| 19 |
)
|
| 20 |
+
from language_checker import perform_language_checks
|
| 21 |
+
from regex_checker import perform_regex_checks
|
| 22 |
+
# text_utils.convert_markdown_to_plain_text is used by language_checker
|
| 23 |
+
# config.py is imported in app.py
|
| 24 |
|
| 25 |
def analyze_pdf(filepath_or_stream: Any) -> Tuple[Dict[str, Any], None]:
|
| 26 |
+
original_pdf_access_path = None
|
| 27 |
+
temp_file_for_stream_path = None
|
| 28 |
doc_for_mapping = None
|
|
|
|
| 29 |
|
| 30 |
try:
|
| 31 |
+
if isinstance(filepath_or_stream, str):
|
| 32 |
+
original_pdf_access_path = filepath_or_stream
|
| 33 |
+
elif hasattr(filepath_or_stream, 'read') and callable(filepath_or_stream.read):
|
| 34 |
+
with tempfile.NamedTemporaryFile(suffix=".pdf", delete=False) as temp_file_obj:
|
| 35 |
+
temp_file_for_stream_path = temp_file_obj.name
|
| 36 |
+
filepath_or_stream.seek(0)
|
| 37 |
+
temp_file_obj.write(filepath_or_stream.read())
|
| 38 |
+
original_pdf_access_path = temp_file_for_stream_path
|
| 39 |
+
print(f"Analyzer: Original PDF stream saved to temp file: {original_pdf_access_path}")
|
| 40 |
+
else:
|
| 41 |
+
return {"error": "Invalid PDF input type. Must be path or file-like object."}, None
|
| 42 |
+
|
| 43 |
+
if not original_pdf_access_path or not os.path.exists(original_pdf_access_path):
|
| 44 |
+
return {"error": f"PDF path '{original_pdf_access_path}' does not exist or is invalid."}, None
|
| 45 |
|
| 46 |
+
# 1. Unfiltered Plain Text (for general and regex checks)
|
| 47 |
+
print(f"Analyzer: Extracting plain text from original PDF: {original_pdf_access_path}")
|
| 48 |
+
raw_unfiltered_plain_text = extract_plain_text_from_original_pdf(original_pdf_access_path)
|
| 49 |
+
|
| 50 |
+
pdf_size = os.path.getsize(original_pdf_access_path)
|
| 51 |
+
if not raw_unfiltered_plain_text and pdf_size > 0 :
|
| 52 |
+
print("Analyzer: Warning: Raw unfiltered plain text extraction yielded empty result. PDF might be image-based or have extraction issues.")
|
| 53 |
|
| 54 |
+
cleaned_unfiltered_plain_text = re.sub(r'\s+', ' ', raw_unfiltered_plain_text.replace('\n', ' ')).strip()
|
|
|
|
| 55 |
|
| 56 |
+
# 2. Font-Filtered Markdown (for LanguageTool checks)
|
| 57 |
+
print(f"Analyzer: Extracting font-filtered markdown from: {original_pdf_access_path}")
|
| 58 |
+
markdown_text_from_filtered_pdf = extract_font_filtered_markdown(original_pdf_access_path)
|
| 59 |
+
if not markdown_text_from_filtered_pdf and pdf_size > 0 :
|
| 60 |
+
print("Analyzer: Warning: Font-filtered Markdown extraction yielded empty result.")
|
| 61 |
|
| 62 |
+
# 3. Perform all checks
|
| 63 |
+
document_check_results = {
|
| 64 |
+
"metadata": check_metadata(cleaned_unfiltered_plain_text),
|
| 65 |
+
"disclosures": check_disclosures(cleaned_unfiltered_plain_text),
|
| 66 |
+
"figures_and_tables": check_figures_and_tables(cleaned_unfiltered_plain_text),
|
| 67 |
+
"references_summary": check_references_summary(cleaned_unfiltered_plain_text),
|
| 68 |
+
"structure": check_structure(cleaned_unfiltered_plain_text),
|
| 69 |
+
"figure_order_analysis": check_figure_order(cleaned_unfiltered_plain_text),
|
| 70 |
+
"reference_order_analysis": check_reference_order(cleaned_unfiltered_plain_text),
|
| 71 |
+
"plain_language_summary_present": bool(re.search(r'plain language summary', cleaned_unfiltered_plain_text, re.IGNORECASE)),
|
| 72 |
+
"readability_issues_detected": False,
|
| 73 |
+
}
|
| 74 |
+
|
| 75 |
+
print("Analyzer: Performing regex checks...")
|
| 76 |
+
regex_report = perform_regex_checks(cleaned_unfiltered_plain_text)
|
| 77 |
+
if "error" in regex_report: print(f"Analyzer: Error in regex checks: {regex_report['error']}")
|
| 78 |
+
regex_issues = regex_report.get("issues_list", [])
|
| 79 |
+
|
| 80 |
+
print("Analyzer: Performing language checks...")
|
| 81 |
+
lt_report = perform_language_checks(markdown_text_from_filtered_pdf)
|
| 82 |
+
if "error" in lt_report: print(f"Analyzer: Error in LanguageTool checks: {lt_report['error']}")
|
| 83 |
+
lt_issues = lt_report.get("issues_list", [])
|
| 84 |
|
| 85 |
+
detailed_issues_for_mapping = regex_issues + lt_issues
|
| 86 |
+
|
| 87 |
+
# 4. Coordinate Mapping (against the original PDF)
|
| 88 |
+
if detailed_issues_for_mapping:
|
| 89 |
try:
|
| 90 |
+
doc_for_mapping = fitz.open(original_pdf_access_path)
|
| 91 |
if doc_for_mapping.page_count > 0:
|
| 92 |
+
print(f"Analyzer: Mapping {len(detailed_issues_for_mapping)} issues to PDF coordinates...")
|
| 93 |
+
for page_idx in range(doc_for_mapping.page_count):
|
| 94 |
+
page = doc_for_mapping[page_idx]
|
| 95 |
+
current_page_num_1_based = page_idx + 1
|
| 96 |
+
unmapped_issues_on_this_page_by_context = defaultdict(list)
|
| 97 |
+
for issue_dict in detailed_issues_for_mapping:
|
| 98 |
+
if not issue_dict['is_mapped_to_pdf']:
|
| 99 |
+
unmapped_issues_on_this_page_by_context[issue_dict['context_text']].append(issue_dict)
|
|
|
|
|
|
|
| 100 |
|
| 101 |
+
if not unmapped_issues_on_this_page_by_context:
|
| 102 |
+
if all(iss['is_mapped_to_pdf'] for iss in detailed_issues_for_mapping): break
|
| 103 |
+
continue
|
| 104 |
|
| 105 |
+
for ctx_str, issues_for_ctx in unmapped_issues_on_this_page_by_context.items():
|
| 106 |
+
if not ctx_str or not ctx_str.strip(): continue
|
| 107 |
+
try:
|
| 108 |
+
pdf_rects = page.search_for(ctx_str, flags=fitz.TEXT_PRESERVE_LIGATURES | fitz.TEXT_PRESERVE_WHITESPACE)
|
| 109 |
+
if pdf_rects:
|
| 110 |
+
try_map_issues_to_page_rects(issues_for_ctx, pdf_rects, current_page_num_1_based)
|
| 111 |
+
except Exception as search_exc:
|
| 112 |
+
print(f"Analyzer: Warning: Error searching for context '{ctx_str[:30].replace(chr(10),' ')}' on page {current_page_num_1_based}: {search_exc}")
|
| 113 |
+
total_mapped = sum(1 for iss in detailed_issues_for_mapping if iss['is_mapped_to_pdf'])
|
| 114 |
+
print(f"Analyzer: Finished coordinate mapping. Mapped issues: {total_mapped}/{len(detailed_issues_for_mapping)}.")
|
|
|
|
|
|
|
| 115 |
except Exception as e_map:
|
| 116 |
+
print(f"Analyzer: Error during PDF coordinate mapping: {e_map}\n{traceback.format_exc()}")
|
|
|
|
| 117 |
finally:
|
| 118 |
if doc_for_mapping: doc_for_mapping.close()
|
| 119 |
+
else:
|
| 120 |
+
print("Analyzer: No detailed issues from regex or language checks to map.")
|
| 121 |
+
|
| 122 |
+
# 5. Format final list of issues
|
| 123 |
final_formatted_issues_list = []
|
| 124 |
for issue_data in detailed_issues_for_mapping:
|
| 125 |
+
coords = issue_data.get('pdf_coordinates_list', [{}])[0] if issue_data.get('is_mapped_to_pdf') else {}
|
| 126 |
+
coords_for_json = [coords.get("x0"), coords.get("y0"), coords.get("x1"), coords.get("y1")] if coords else []
|
| 127 |
+
# Filter out None coordinates that might arise from empty coords dict
|
| 128 |
+
coords_for_json = [c for c in coords_for_json if c is not None]
|
| 129 |
+
|
| 130 |
+
|
|
|
|
| 131 |
final_formatted_issues_list.append({
|
| 132 |
+
"message": issue_data.get('message', 'N/A'),
|
| 133 |
+
"context": issue_data.get('context_text', 'N/A'),
|
| 134 |
+
"suggestions": issue_data.get('replacements_suggestion', []),
|
| 135 |
+
"category": issue_data.get('category_name', 'Unknown'),
|
| 136 |
+
"rule_id": issue_data.get('ruleId', 'N/A'),
|
| 137 |
+
"offset": issue_data.get('offset_in_text', -1),
|
| 138 |
+
"length": issue_data.get('error_length', 0),
|
| 139 |
+
"coordinates": coords_for_json if len(coords_for_json) == 4 else [], # Ensure 4 coords or empty
|
| 140 |
+
"page": issue_data.get('mapped_page_number', 0) if issue_data.get('is_mapped_to_pdf') else 0,
|
| 141 |
+
"source_check_type": issue_data.get('source_check_type', 'N/A')
|
| 142 |
})
|
| 143 |
+
|
| 144 |
results = {
|
| 145 |
"issues": final_formatted_issues_list,
|
| 146 |
+
"document_checks": document_check_results
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 147 |
}
|
|
|
|
| 148 |
return results, None
|
|
|
|
| 149 |
except Exception as e:
|
| 150 |
+
print(f"Overall analysis error in analyze_pdf: {e}\n{traceback.format_exc()}")
|
| 151 |
+
return {"error": f"Overall analysis error: {str(e)}"}, None
|
| 152 |
+
finally:
|
| 153 |
+
if temp_file_for_stream_path and os.path.exists(temp_file_for_stream_path):
|
| 154 |
+
try:
|
| 155 |
+
os.remove(temp_file_for_stream_path)
|
| 156 |
+
print(f"Analyzer: Cleaned up main temporary PDF file: {temp_file_for_stream_path}")
|
| 157 |
+
except Exception as e_clean:
|
| 158 |
+
print(f"Analyzer: Error cleaning up main temporary PDF file {temp_file_for_stream_path}: {e_clean}")
|