Spaces:
Runtime error
Runtime error
Upload app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,159 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import pdfplumber
|
| 3 |
+
import io
|
| 4 |
+
from docx import Document
|
| 5 |
+
from pptx import Presentation
|
| 6 |
+
from presidio_analyzer import AnalyzerEngine
|
| 7 |
+
from presidio_anonymizer import AnonymizerEngine, OperatorConfig
|
| 8 |
+
from cryptography.fernet import Fernet
|
| 9 |
+
import hashlib
|
| 10 |
+
import tempfile
|
| 11 |
+
import os
|
| 12 |
+
|
| 13 |
+
# Initialize Presidio engines
|
| 14 |
+
analyzer = AnalyzerEngine()
|
| 15 |
+
anonymizer = AnonymizerEngine()
|
| 16 |
+
|
| 17 |
+
# Generate encryption key (This should be securely stored and retrieved for real-world use)
|
| 18 |
+
encryption_key = Fernet.generate_key()
|
| 19 |
+
fernet = Fernet(encryption_key)
|
| 20 |
+
|
| 21 |
+
# Microsoft Presidio Global + UK PII Entity List
|
| 22 |
+
PII_ENTITIES = [
|
| 23 |
+
"CREDIT_CARD", "CRYPTO", "DATE_TIME", "EMAIL_ADDRESS", "IBAN_CODE", "IP_ADDRESS",
|
| 24 |
+
"NRP", "LOCATION", "PERSON", "PHONE_NUMBER", "MEDICAL_LICENSE", "URL", "UK_NHS", "UK_NINO"
|
| 25 |
+
]
|
| 26 |
+
|
| 27 |
+
REDACTION_METHODS = {
|
| 28 |
+
"Redact": OperatorConfig("replace", {"new_value": "[REDACTED]"}),
|
| 29 |
+
"Remove": OperatorConfig("remove"),
|
| 30 |
+
"Mask": OperatorConfig("mask", {"chars_to_mask": 4, "masking_char": "*", "from_end": False}),
|
| 31 |
+
"Hash": "hash",
|
| 32 |
+
"Encrypt": "encrypt",
|
| 33 |
+
}
|
| 34 |
+
|
| 35 |
+
def hash_pii(text):
|
| 36 |
+
return hashlib.sha256(text.encode("utf-8")).hexdigest()
|
| 37 |
+
|
| 38 |
+
def encrypt_pii(text):
|
| 39 |
+
return fernet.encrypt(text.encode("utf-8")).decode("utf-8")
|
| 40 |
+
|
| 41 |
+
def redact_text(text, selected_entities, redaction_method):
|
| 42 |
+
selected_entities = selected_entities or None
|
| 43 |
+
results = analyzer.analyze(text=text, entities=selected_entities, language="en")
|
| 44 |
+
|
| 45 |
+
if redaction_method == "Hash":
|
| 46 |
+
for result in results:
|
| 47 |
+
text = text.replace(result.text, hash_pii(result.text))
|
| 48 |
+
elif redaction_method == "Encrypt":
|
| 49 |
+
for result in results:
|
| 50 |
+
text = text.replace(result.text, encrypt_pii(result.text))
|
| 51 |
+
else:
|
| 52 |
+
operators = {entity.entity_type: REDACTION_METHODS[redaction_method] for entity in results}
|
| 53 |
+
text = anonymizer.anonymize(text=text, analyzer_results=results, operators=operators).text
|
| 54 |
+
|
| 55 |
+
return text
|
| 56 |
+
|
| 57 |
+
# Document Processing Functions
|
| 58 |
+
|
| 59 |
+
def process_pdf(file):
|
| 60 |
+
with pdfplumber.open(file.name) as pdf:
|
| 61 |
+
pages = [page.extract_text() or "" for page in pdf.pages]
|
| 62 |
+
return "\n".join(pages)
|
| 63 |
+
|
| 64 |
+
def process_docx(file):
|
| 65 |
+
doc = Document(file.name)
|
| 66 |
+
return "\n".join([para.text for para in doc.paragraphs])
|
| 67 |
+
|
| 68 |
+
def process_pptx(file):
|
| 69 |
+
ppt = Presentation(file.name)
|
| 70 |
+
return "\n".join([shape.text for slide in ppt.slides for shape in slide.shapes if hasattr(shape, "text")])
|
| 71 |
+
|
| 72 |
+
def process_txt(file):
|
| 73 |
+
return file.read().decode('utf-8')
|
| 74 |
+
|
| 75 |
+
def read_document(file):
|
| 76 |
+
ext = file.name.split(".")[-1].lower()
|
| 77 |
+
if ext == "pdf":
|
| 78 |
+
return process_pdf(file)
|
| 79 |
+
elif ext == "docx":
|
| 80 |
+
return process_docx(file)
|
| 81 |
+
elif ext == "pptx":
|
| 82 |
+
return process_pptx(file)
|
| 83 |
+
else:
|
| 84 |
+
return process_txt(file)
|
| 85 |
+
|
| 86 |
+
def save_redacted_file(original_file, redacted_text):
|
| 87 |
+
ext = original_file.name.split(".")[-1].lower()
|
| 88 |
+
temp_dir = tempfile.gettempdir()
|
| 89 |
+
safe_filename = f"redacted_{os.path.basename(original_file.name)}"
|
| 90 |
+
redacted_file_path = os.path.join(temp_dir, safe_filename)
|
| 91 |
+
|
| 92 |
+
if ext == "docx":
|
| 93 |
+
doc = Document(original_file.name)
|
| 94 |
+
for para in doc.paragraphs:
|
| 95 |
+
para.text = redact_text(para.text, PII_ENTITIES, "Redact")
|
| 96 |
+
doc.save(redacted_file_path)
|
| 97 |
+
elif ext == "pptx":
|
| 98 |
+
ppt = Presentation(original_file.name)
|
| 99 |
+
for slide in ppt.slides:
|
| 100 |
+
for shape in slide.shapes:
|
| 101 |
+
if hasattr(shape, "text"):
|
| 102 |
+
shape.text = redact_text(shape.text, PII_ENTITIES, "Redact")
|
| 103 |
+
ppt.save(redacted_file_path)
|
| 104 |
+
else:
|
| 105 |
+
with open(redacted_file_path, "w", encoding="utf-8") as f:
|
| 106 |
+
f.write(redacted_text)
|
| 107 |
+
|
| 108 |
+
return redacted_file_path
|
| 109 |
+
|
| 110 |
+
def process_file(file, selected_entities, redaction_method):
|
| 111 |
+
text = read_document(file)
|
| 112 |
+
redacted_text = redact_text(text, selected_entities, redaction_method)
|
| 113 |
+
redacted_file_path = save_redacted_file(file, redacted_text)
|
| 114 |
+
return redacted_text, redacted_file_path
|
| 115 |
+
|
| 116 |
+
def select_all_entities():
|
| 117 |
+
return PII_ENTITIES
|
| 118 |
+
|
| 119 |
+
def deselect_all_entities():
|
| 120 |
+
return []
|
| 121 |
+
|
| 122 |
+
custom_css = """
|
| 123 |
+
<style>
|
| 124 |
+
#redact_button {
|
| 125 |
+
background-color: #E691FF !important;
|
| 126 |
+
color: #4B23C0;
|
| 127 |
+
}
|
| 128 |
+
</style>
|
| 129 |
+
"""
|
| 130 |
+
|
| 131 |
+
# Gradio UI
|
| 132 |
+
with gr.Blocks() as app:
|
| 133 |
+
gr.Markdown(
|
| 134 |
+
"""
|
| 135 |
+
<div style="background-color: #4B23C0; color: white; padding: 20px; text-align: left; font-size: 24px; font-weight: bold; margin: 0; border-radius: 4px;">
|
| 136 |
+
🔒 PII Remover - Secure Document Redaction Tool
|
| 137 |
+
</div>
|
| 138 |
+
""",
|
| 139 |
+
sanitize_html=False
|
| 140 |
+
)
|
| 141 |
+
gr.Markdown("Upload a **TXT, DOCX, PPTX, or PDF** file to remove **Personal Identifiable Information (PII)** while keeping formatting.")
|
| 142 |
+
gr.HTML(custom_css)
|
| 143 |
+
|
| 144 |
+
with gr.Row():
|
| 145 |
+
file_input = gr.File(label="Upload Document (PDF, DOCX, PPTX, TXT)")
|
| 146 |
+
entity_selector = gr.CheckboxGroup(PII_ENTITIES, label="Select PII Entities to Redact")
|
| 147 |
+
with gr.Row():
|
| 148 |
+
select_all_button = gr.Button("Select All")
|
| 149 |
+
deselect_all_button = gr.Button("Deselect All")
|
| 150 |
+
redaction_method = gr.Radio(["Redact", "Remove", "Mask", "Hash", "Encrypt"], label="Redaction Method", value="Redact")
|
| 151 |
+
process_button = gr.Button("Redact Document", elem_id="redact_button")
|
| 152 |
+
output_text = gr.Textbox(label="Redacted Text", lines=10)
|
| 153 |
+
download_button = gr.File(label="Download Redacted File")
|
| 154 |
+
|
| 155 |
+
select_all_button.click(fn=select_all_entities, outputs=entity_selector)
|
| 156 |
+
deselect_all_button.click(fn=deselect_all_entities, outputs=entity_selector)
|
| 157 |
+
process_button.click(fn=process_file, inputs=[file_input, entity_selector, redaction_method], outputs=[output_text, download_button])
|
| 158 |
+
|
| 159 |
+
app.launch()
|