Update app.py
Browse files
app.py
CHANGED
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@@ -1,9 +1,6 @@
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"""
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TSZ (Thyris Safe Zone) - Interactive Demo
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==========================================
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This demo showcases how TSZ detects and redacts sensitive information
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before it reaches LLMs or third-party APIs.
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-
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GitHub: https://github.com/thyrisAI/safe-zone
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Website: https://thyris.ai
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"""
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@@ -13,13 +10,8 @@ import re
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from dataclasses import dataclass
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from typing import List, Tuple
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# ============================================================================
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# PII Detection Patterns (Simplified version of TSZ's detection engine)
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# ============================================================================
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@dataclass
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class Detection:
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"""Represents a detected PII entity"""
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type: str
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value: str
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start: int
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confidence: str
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class TSZDetector:
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"""
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Simplified PII detector that mimics TSZ's detection capabilities.
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The real TSZ uses more sophisticated pattern matching and validators.
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"""
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PATTERNS = {
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"EMAIL": {
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"pattern": r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b',
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@@ -61,7 +48,7 @@ class TSZDetector:
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"TC_KIMLIK": {
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"pattern": r'\b[1-9][0-9]{10}\b',
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"placeholder": "[TC_KIMLIK]",
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"description": "Turkish National ID
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},
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"IBAN": {
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"pattern": r'\b[A-Z]{2}[0-9]{2}[A-Z0-9]{4}[0-9]{7}([A-Z0-9]?){0,16}\b',
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"pattern": r'\beyJ[A-Za-z0-9-_]+\.eyJ[A-Za-z0-9-_]+\.[A-Za-z0-9-_]+\b',
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"placeholder": "[JWT_TOKEN]",
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"description": "JSON Web Tokens"
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},
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"DATE_OF_BIRTH": {
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"pattern": r'\b(?:0[1-9]|[12][0-9]|3[01])[/-](?:0[1-9]|1[0-2])[/-](?:19|20)[0-9]{2}\b',
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"placeholder": "[DOB]",
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"description": "Dates of birth"
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}
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}
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def detect(self, text: str) -> Tuple[List[Detection], str]:
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"""
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Detect PII in text and return detections + redacted text.
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Returns:
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Tuple of (list of detections, redacted text)
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"""
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detections = []
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redacted_text = text
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for pii_type, config in self.PATTERNS.items():
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pattern = config["pattern"]
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placeholder = config["placeholder"]
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for match in re.finditer(pattern, text, re.IGNORECASE):
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value = match.group()
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if pii_type == "TC_KIMLIK" and len(value) != 11:
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continue
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detections.append(Detection(
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type=pii_type,
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value=value,
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))
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detections.sort(key=lambda x: x.start, reverse=True)
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for det in detections:
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placeholder = self.PATTERNS[det.type]["placeholder"]
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redacted_text = redacted_text[:det.start] + placeholder + redacted_text[det.end:]
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detections.sort(key=lambda x: x.start)
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return detections, redacted_text
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# ============================================================================
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# Gradio Interface
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# ============================================================================
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detector = TSZDetector()
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def analyze_text(text: str) -> Tuple[str, str, str]:
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"""
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Main analysis function for Gradio interface.
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"""
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if not text.strip():
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return "", "Please enter some text to analyze.", ""
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@@ -157,7 +120,6 @@ def analyze_text(text: str) -> Tuple[str, str, str]:
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return text, "No sensitive information detected.", "**0** PII entities found"
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report_lines = ["### Detected Entities\n"]
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by_type = {}
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for det in detections:
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if det.type not in by_type:
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@@ -183,84 +145,393 @@ EXAMPLES = [
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["Merhaba, ben Ahmet Yilmaz. TC Kimlik numaram 12345678901.\nTelefon: 0532 123 45 67\nIBAN: TR330006100519786457841326"],
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]
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with gr.Blocks(title="TSZ - Thyris Safe Zone Demo") as demo:
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gr.Markdown("""
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# TSZ (Thyris Safe Zone)
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[GitHub](https://github.com/thyrisAI/safe-zone) | [Website](https://thyris.ai) | Apache 2.0 License
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""")
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with gr.
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examples=EXAMPLES,
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inputs=input_text
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)
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if __name__ == "__main__":
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demo.launch()
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"""
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TSZ (Thyris Safe Zone) - Interactive Demo
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==========================================
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GitHub: https://github.com/thyrisAI/safe-zone
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Website: https://thyris.ai
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"""
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from dataclasses import dataclass
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from typing import List, Tuple
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@dataclass
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class Detection:
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type: str
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value: str
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start: int
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confidence: str
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class TSZDetector:
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PATTERNS = {
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"EMAIL": {
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"pattern": r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b',
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"TC_KIMLIK": {
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"pattern": r'\b[1-9][0-9]{10}\b',
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"placeholder": "[TC_KIMLIK]",
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"description": "Turkish National ID"
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},
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"IBAN": {
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"pattern": r'\b[A-Z]{2}[0-9]{2}[A-Z0-9]{4}[0-9]{7}([A-Z0-9]?){0,16}\b',
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"pattern": r'\beyJ[A-Za-z0-9-_]+\.eyJ[A-Za-z0-9-_]+\.[A-Za-z0-9-_]+\b',
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"placeholder": "[JWT_TOKEN]",
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"description": "JSON Web Tokens"
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}
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}
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def detect(self, text: str) -> Tuple[List[Detection], str]:
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detections = []
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redacted_text = text
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for pii_type, config in self.PATTERNS.items():
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pattern = config["pattern"]
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for match in re.finditer(pattern, text, re.IGNORECASE):
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value = match.group()
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if pii_type == "TC_KIMLIK" and len(value) != 11:
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continue
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detections.append(Detection(
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type=pii_type,
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value=value,
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))
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detections.sort(key=lambda x: x.start, reverse=True)
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for det in detections:
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placeholder = self.PATTERNS[det.type]["placeholder"]
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redacted_text = redacted_text[:det.start] + placeholder + redacted_text[det.end:]
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detections.sort(key=lambda x: x.start)
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return detections, redacted_text
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detector = TSZDetector()
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def analyze_text(text: str) -> Tuple[str, str, str]:
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if not text.strip():
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return "", "Please enter some text to analyze.", ""
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return text, "No sensitive information detected.", "**0** PII entities found"
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report_lines = ["### Detected Entities\n"]
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by_type = {}
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for det in detections:
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if det.type not in by_type:
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["Merhaba, ben Ahmet Yilmaz. TC Kimlik numaram 12345678901.\nTelefon: 0532 123 45 67\nIBAN: TR330006100519786457841326"],
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]
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with gr.Blocks(title="TSZ - Thyris Safe Zone Demo", theme=gr.themes.Soft()) as demo:
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gr.Markdown("""
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# π‘οΈ TSZ (Thyris Safe Zone)
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**Enterprise-grade PII detection and guardrails gateway** that prevents sensitive data from leaking to LLMs and third-party APIs.
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| 153 |
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| 154 |
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[](https://github.com/thyrisAI/safe-zone)
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| 155 |
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[](https://thyris.ai)
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| 156 |
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[](https://github.com/thyrisAI/safe-zone/blob/main/LICENSE)
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""")
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with gr.Tabs():
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# Tab 1: Interactive Demo
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with gr.TabItem("π Interactive Demo"):
|
| 162 |
+
with gr.Row():
|
| 163 |
+
with gr.Column():
|
| 164 |
+
input_text = gr.Textbox(
|
| 165 |
+
label="Input Text",
|
| 166 |
+
placeholder="Paste text containing emails, phone numbers, credit cards, API keys...",
|
| 167 |
+
lines=8
|
| 168 |
+
)
|
| 169 |
+
analyze_btn = gr.Button("Analyze & Redact", variant="primary")
|
| 170 |
+
gr.Markdown("### Try These Examples")
|
| 171 |
+
gr.Examples(examples=EXAMPLES, inputs=input_text)
|
| 172 |
+
|
| 173 |
+
with gr.Column():
|
| 174 |
+
stats_output = gr.Markdown(label="Statistics")
|
| 175 |
+
redacted_output = gr.Textbox(
|
| 176 |
+
label="Redacted Output (Safe to send to LLMs)",
|
| 177 |
+
lines=8,
|
| 178 |
+
interactive=False
|
| 179 |
+
)
|
| 180 |
+
detection_report = gr.Markdown(label="Detection Report")
|
| 181 |
|
| 182 |
+
analyze_btn.click(fn=analyze_text, inputs=[input_text], outputs=[redacted_output, detection_report, stats_output])
|
| 183 |
+
input_text.submit(fn=analyze_text, inputs=[input_text], outputs=[redacted_output, detection_report, stats_output])
|
|
|
|
|
|
|
|
|
|
| 184 |
|
| 185 |
+
# Tab 2: API Reference
|
| 186 |
+
with gr.TabItem("π API Reference"):
|
| 187 |
+
gr.Markdown("""
|
| 188 |
+
## TSZ API Reference
|
| 189 |
+
|
| 190 |
+
TSZ is an enterprise-grade PII detection and guardrails gateway. It acts as a zero-trust middleware between your applications and external systems (LLMs, SaaS APIs, third-party services).
|
| 191 |
+
|
| 192 |
+
---
|
| 193 |
+
|
| 194 |
+
### Base Information
|
| 195 |
+
|
| 196 |
+
**Base URL (Docker Compose):**
|
| 197 |
+
```
|
| 198 |
+
http://localhost:8080
|
| 199 |
+
```
|
| 200 |
+
|
| 201 |
+
**Production:**
|
| 202 |
+
```
|
| 203 |
+
https://tsz.your-company.com
|
| 204 |
+
```
|
| 205 |
+
|
| 206 |
+
**Content Type:** `application/json`
|
| 207 |
+
|
| 208 |
+
---
|
| 209 |
+
|
| 210 |
+
### Confidence & Guardrails Model
|
| 211 |
+
|
| 212 |
+
TSZ uses a hybrid confidence system:
|
| 213 |
+
|
| 214 |
+
| Confidence | Action |
|
| 215 |
+
|------------|--------|
|
| 216 |
+
| < 0.30 | ALLOW (ignored) |
|
| 217 |
+
| 0.30 β 0.85 | MASK (redact) |
|
| 218 |
+
| β₯ 0.85 | AUTO-BLOCK |
|
| 219 |
+
|
| 220 |
+
---
|
| 221 |
+
|
| 222 |
+
### POST /detect
|
| 223 |
+
|
| 224 |
+
Primary endpoint for PII detection and redaction.
|
| 225 |
+
|
| 226 |
+
**Request:**
|
| 227 |
+
```json
|
| 228 |
+
{
|
| 229 |
+
"text": "My email is user@company.com",
|
| 230 |
+
"rid": "request-123",
|
| 231 |
+
"guardrails": ["TOXIC_LANGUAGE"]
|
| 232 |
+
}
|
| 233 |
+
```
|
| 234 |
+
|
| 235 |
+
**Response:**
|
| 236 |
+
```json
|
| 237 |
+
{
|
| 238 |
+
"redacted_text": "My email is [EMAIL]",
|
| 239 |
+
"detections": [
|
| 240 |
+
{
|
| 241 |
+
"type": "EMAIL",
|
| 242 |
+
"value": "user@company.com",
|
| 243 |
+
"placeholder": "[EMAIL]",
|
| 244 |
+
"start": 12,
|
| 245 |
+
"end": 28,
|
| 246 |
+
"confidence_score": "0.78",
|
| 247 |
+
"confidence_explanation": {
|
| 248 |
+
"source": "HYBRID",
|
| 249 |
+
"regex_score": "0.55",
|
| 250 |
+
"ai_score": "0.90",
|
| 251 |
+
"final_score": "0.78"
|
| 252 |
+
}
|
| 253 |
+
}
|
| 254 |
+
],
|
| 255 |
+
"blocked": false,
|
| 256 |
+
"contains_pii": true,
|
| 257 |
+
"overall_confidence": "0.78"
|
| 258 |
+
}
|
| 259 |
+
```
|
| 260 |
+
|
| 261 |
+
**cURL Example:**
|
| 262 |
+
```bash
|
| 263 |
+
curl -X POST http://localhost:8080/detect \\
|
| 264 |
+
-H "Content-Type: application/json" \\
|
| 265 |
+
-d '{
|
| 266 |
+
"text": "Contact john@example.com",
|
| 267 |
+
"rid": "req-001",
|
| 268 |
+
"guardrails": ["TOXIC_LANGUAGE"]
|
| 269 |
+
}'
|
| 270 |
+
```
|
| 271 |
+
|
| 272 |
+
---
|
| 273 |
+
|
| 274 |
+
### POST /v1/chat/completions
|
| 275 |
+
|
| 276 |
+
OpenAI-compatible LLM Gateway with built-in guardrails.
|
| 277 |
+
|
| 278 |
+
**Headers:**
|
| 279 |
+
- `X-TSZ-RID`: Request ID for audit logs
|
| 280 |
+
- `X-TSZ-Guardrails`: Comma-separated validators (e.g., `TOXIC_LANGUAGE,PII`)
|
| 281 |
+
- `X-TSZ-Guardrails-Mode`: `final-only` | `stream-sync` | `stream-async`
|
| 282 |
+
- `X-TSZ-Guardrails-OnFail`: `filter` | `halt`
|
| 283 |
+
|
| 284 |
+
**Request:**
|
| 285 |
+
```bash
|
| 286 |
+
curl -X POST http://localhost:8080/v1/chat/completions \\
|
| 287 |
+
-H "Content-Type: application/json" \\
|
| 288 |
+
-H "X-TSZ-Guardrails: TOXIC_LANGUAGE" \\
|
| 289 |
+
-d '{
|
| 290 |
+
"model": "gpt-4",
|
| 291 |
+
"messages": [
|
| 292 |
+
{"role": "user", "content": "My credit card is 4111111111111111"}
|
| 293 |
+
],
|
| 294 |
+
"stream": false
|
| 295 |
+
}'
|
| 296 |
+
```
|
| 297 |
+
|
| 298 |
+
**Python SDK Example:**
|
| 299 |
+
```python
|
| 300 |
+
from openai import OpenAI
|
| 301 |
+
|
| 302 |
+
client = OpenAI(
|
| 303 |
+
base_url="http://localhost:8080/v1",
|
| 304 |
+
api_key="dummy" # TSZ uses env var
|
| 305 |
+
)
|
| 306 |
+
|
| 307 |
+
resp = client.chat.completions.create(
|
| 308 |
+
model="gpt-4",
|
| 309 |
+
messages=[{"role": "user", "content": "Hello"}],
|
| 310 |
+
extra_headers={
|
| 311 |
+
"X-TSZ-Guardrails": "TOXIC_LANGUAGE,PII",
|
| 312 |
+
"X-TSZ-Guardrails-Mode": "stream-sync"
|
| 313 |
+
}
|
| 314 |
+
)
|
| 315 |
+
```
|
| 316 |
+
|
| 317 |
+
---
|
| 318 |
+
|
| 319 |
+
### Pattern Management
|
| 320 |
+
|
| 321 |
+
| Method | Endpoint | Description |
|
| 322 |
+
|--------|----------|-------------|
|
| 323 |
+
| `POST` | `/patterns` | Create pattern |
|
| 324 |
+
| `GET` | `/patterns` | List patterns |
|
| 325 |
+
| `DELETE` | `/patterns/{id}` | Delete pattern |
|
| 326 |
+
|
| 327 |
+
**Create Pattern:**
|
| 328 |
+
```json
|
| 329 |
+
{
|
| 330 |
+
"Name": "PHONE_NUMBER",
|
| 331 |
+
"Regex": "\\\\+?[0-9]{10,13}",
|
| 332 |
+
"Category": "PII",
|
| 333 |
+
"IsActive": true,
|
| 334 |
+
"BlockThreshold": 0.9
|
| 335 |
+
}
|
| 336 |
+
```
|
| 337 |
+
|
| 338 |
+
---
|
| 339 |
+
|
| 340 |
+
### Allowlist / Blocklist
|
| 341 |
+
|
| 342 |
+
| Method | Endpoint | Description |
|
| 343 |
+
|--------|----------|-------------|
|
| 344 |
+
| `POST` | `/allowlist` | Add trusted value |
|
| 345 |
+
| `GET` | `/allowlist` | List allowlist |
|
| 346 |
+
| `DELETE` | `/allowlist/{id}` | Remove item |
|
| 347 |
+
| `POST` | `/blacklist` | Add blocked value |
|
| 348 |
+
| `GET` | `/blacklist` | List blocklist |
|
| 349 |
+
| `DELETE` | `/blacklist/{id}` | Remove item |
|
| 350 |
+
|
| 351 |
+
---
|
| 352 |
+
|
| 353 |
+
### Validators & Guardrails
|
| 354 |
+
|
| 355 |
+
| Method | Endpoint | Description |
|
| 356 |
+
|--------|----------|-------------|
|
| 357 |
+
| `POST` | `/validators` | Create validator |
|
| 358 |
+
| `GET` | `/validators` | List validators |
|
| 359 |
+
| `DELETE` | `/validators/{id}` | Delete validator |
|
| 360 |
+
|
| 361 |
+
**AI Validator Example:**
|
| 362 |
+
```json
|
| 363 |
+
{
|
| 364 |
+
"name": "TOXIC_LANGUAGE",
|
| 365 |
+
"type": "AI_PROMPT",
|
| 366 |
+
"rule": "Is this text toxic? Answer YES or NO.",
|
| 367 |
+
"expected_response": "NO"
|
| 368 |
+
}
|
| 369 |
+
```
|
| 370 |
+
|
| 371 |
+
---
|
| 372 |
+
|
| 373 |
+
### Health & Admin
|
| 374 |
+
|
| 375 |
+
| Endpoint | Description |
|
| 376 |
+
|----------|-------------|
|
| 377 |
+
| `GET /healthz` | Liveness probe |
|
| 378 |
+
| `GET /ready` | Readiness probe (DB + Redis) |
|
| 379 |
+
| `POST /admin/reload` | Clear caches |
|
| 380 |
+
|
| 381 |
+
---
|
| 382 |
+
|
| 383 |
+
### Client SDKs
|
| 384 |
+
|
| 385 |
+
**Python:**
|
| 386 |
+
```bash
|
| 387 |
+
pip install "tszclient-py @ git+https://github.com/thyrisAI/safe-zone.git@main"
|
| 388 |
+
```
|
| 389 |
+
|
| 390 |
+
```python
|
| 391 |
+
from tszclient_py import TSZClient
|
| 392 |
+
client = TSZClient("http://localhost:8080")
|
| 393 |
+
result = client.detect("test@example.com")
|
| 394 |
+
```
|
| 395 |
+
|
| 396 |
+
**Go:**
|
| 397 |
+
```go
|
| 398 |
+
import "github.com/thyrisAI/safe-zone/pkg/tszclient-go"
|
| 399 |
+
client := tszclient.New("http://localhost:8080")
|
| 400 |
+
result, _ := client.Detect("test@example.com")
|
| 401 |
+
```
|
| 402 |
+
|
| 403 |
+
---
|
| 404 |
+
|
| 405 |
+
π **Full Documentation:** [API_REFERENCE.md](https://github.com/thyrisAI/safe-zone/blob/main/docs/API_REFERENCE.md)
|
| 406 |
+
""")
|
| 407 |
+
|
| 408 |
+
# Tab 3: Quick Start
|
| 409 |
+
with gr.TabItem("π Quick Start"):
|
| 410 |
+
gr.Markdown("""
|
| 411 |
+
## Get Started with TSZ
|
| 412 |
+
|
| 413 |
+
### Docker (Recommended)
|
| 414 |
+
|
| 415 |
+
```bash
|
| 416 |
+
git clone https://github.com/thyrisAI/safe-zone.git
|
| 417 |
+
cd safe-zone
|
| 418 |
+
docker-compose up -d
|
| 419 |
+
```
|
| 420 |
+
|
| 421 |
+
TSZ will be available at `http://localhost:8080`
|
| 422 |
+
|
| 423 |
+
---
|
| 424 |
+
|
| 425 |
+
### Environment Variables
|
| 426 |
+
|
| 427 |
+
```bash
|
| 428 |
+
# LLM Gateway Configuration
|
| 429 |
+
THYRIS_AI_MODEL_URL=https://api.openai.com/v1
|
| 430 |
+
THYRIS_AI_API_KEY=sk-your-key
|
| 431 |
+
THYRIS_AI_MODEL=gpt-4
|
| 432 |
+
|
| 433 |
+
# Confidence Thresholds
|
| 434 |
+
CONFIDENCE_ALLOW_THRESHOLD=0.30
|
| 435 |
+
CONFIDENCE_BLOCK_THRESHOLD=0.85
|
| 436 |
+
|
| 437 |
+
# Admin API Key
|
| 438 |
+
ADMIN_API_KEY=your-secure-admin-key
|
| 439 |
+
```
|
| 440 |
+
|
| 441 |
+
---
|
| 442 |
+
|
| 443 |
+
### Test the API
|
| 444 |
+
|
| 445 |
+
```bash
|
| 446 |
+
curl -X POST http://localhost:8080/detect \\
|
| 447 |
+
-H "Content-Type: application/json" \\
|
| 448 |
+
-d '{"text": "Email: test@example.com", "rid": "test-001"}'
|
| 449 |
+
```
|
| 450 |
+
|
| 451 |
+
---
|
| 452 |
+
|
| 453 |
+
### Architecture
|
| 454 |
+
|
| 455 |
+
```
|
| 456 |
+
βββββββββββββββ βββββββββββββββ βββββββββββββββ
|
| 457 |
+
β Your App ββββββΆβ TSZ ββββββΆβ LLM API β
|
| 458 |
+
βββββββββββββββ βββββββββββββββ βββββββββββββββ
|
| 459 |
+
β
|
| 460 |
+
βββββββΌββββββ
|
| 461 |
+
β Audit Log β
|
| 462 |
+
β + Redis β
|
| 463 |
+
βββββββββββββ
|
| 464 |
+
```
|
| 465 |
+
|
| 466 |
+
---
|
| 467 |
+
|
| 468 |
+
### Key Features
|
| 469 |
+
|
| 470 |
+
| Feature | Description |
|
| 471 |
+
|---------|-------------|
|
| 472 |
+
| **Hybrid Detection** | Regex + AI-powered confidence scoring |
|
| 473 |
+
| **Real-time Redaction** | Context-preserving placeholders |
|
| 474 |
+
| **LLM Gateway** | OpenAI-compatible proxy with guardrails |
|
| 475 |
+
| **Streaming Support** | sync/async modes for SSE |
|
| 476 |
+
| **Hot-reload Rules** | Update patterns via API |
|
| 477 |
+
| **Audit Trail** | Full logging for compliance |
|
| 478 |
+
|
| 479 |
+
---
|
| 480 |
+
|
| 481 |
+
π **Documentation:** [github.com/thyrisAI/safe-zone/docs](https://github.com/thyrisAI/safe-zone/tree/main/docs)
|
| 482 |
+
""")
|
| 483 |
+
|
| 484 |
+
# Tab 4: About
|
| 485 |
+
with gr.TabItem("βΉοΈ About"):
|
| 486 |
+
gr.Markdown("""
|
| 487 |
+
## About TSZ (Thyris Safe Zone)
|
| 488 |
+
|
| 489 |
+
Developed by **Thyris.AI** as an open-source enterprise AI security solution.
|
| 490 |
+
|
| 491 |
+
### Why TSZ?
|
| 492 |
+
|
| 493 |
+
| Challenge | TSZ Solution |
|
| 494 |
+
|-----------|--------------|
|
| 495 |
+
| PII leaking to LLMs | Real-time detection & redaction |
|
| 496 |
+
| GDPR/KVKK compliance | Data never leaves your perimeter |
|
| 497 |
+
| Toxic content in AI | AI-powered guardrails |
|
| 498 |
+
| Audit requirements | Complete request logging |
|
| 499 |
+
| Integration complexity | OpenAI-compatible gateway |
|
| 500 |
+
|
| 501 |
+
---
|
| 502 |
+
|
| 503 |
+
### Detection Types
|
| 504 |
+
|
| 505 |
+
| Category | Types |
|
| 506 |
+
|----------|-------|
|
| 507 |
+
| **Personal Info** | Email, Phone, SSN, TC Kimlik, DOB |
|
| 508 |
+
| **Financial** | Credit Card, IBAN |
|
| 509 |
+
| **Technical** | API Keys, AWS Keys, Passwords, JWT |
|
| 510 |
+
| **Custom** | User-defined patterns |
|
| 511 |
+
|
| 512 |
+
---
|
| 513 |
+
|
| 514 |
+
### Compliance Ready
|
| 515 |
+
|
| 516 |
+
- β
GDPR (EU)
|
| 517 |
+
- β
KVKK (Turkey)
|
| 518 |
+
- β
CCPA (California)
|
| 519 |
+
- β
HIPAA (Healthcare)
|
| 520 |
+
- β
PCI-DSS (Payment)
|
| 521 |
+
|
| 522 |
+
---
|
| 523 |
+
|
| 524 |
+
### Links
|
| 525 |
+
|
| 526 |
+
- π **GitHub:** [thyrisAI/safe-zone](https://github.com/thyrisAI/safe-zone)
|
| 527 |
+
- π **Website:** [thyris.ai](https://thyris.ai)
|
| 528 |
+
- π **License:** Apache 2.0
|
| 529 |
+
- π **Docs:** [Documentation](https://github.com/thyrisAI/safe-zone/tree/main/docs)
|
| 530 |
+
|
| 531 |
+
---
|
| 532 |
+
|
| 533 |
+
Built with β€οΈ by [Thyris.AI](https://thyris.ai)
|
| 534 |
+
""")
|
| 535 |
|
| 536 |
if __name__ == "__main__":
|
| 537 |
demo.launch()
|