Spaces:
Sleeping
Sleeping
Commit
·
f934c22
0
Parent(s):
Initial commit
Browse files- .gitignore +268 -0
- LLM/LLMGuard/GuardProcessor.py +33 -0
- LLM/LLMGuard/InputScanners/IDScanner.py +0 -0
- LLM/LLMGuard/InputScanners/NNumberScanner.py +0 -0
- LLM/LLMGuard/InputScanners/StudentIDScanner.py +0 -0
- LLM/MockLLM.py +3 -0
- README.md +21 -0
- main.py +24 -0
- requirements.txt +0 -0
.gitignore
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# Warning!!! Generated by Copilot, haven't checked it fully yet.
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# Visual Studio Code
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.vscode/
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.settings/
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# Gradio
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flagged/
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# Python
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__pycache__/
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*~
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LLM/LLMGuard/GuardProcessor.py
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from llm_guard.input_scanners import Anonymize
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from llm_guard.vault import Vault
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from llm_guard.input_scanners.anonymize_helpers import BERT_LARGE_NER_CONF
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def process_output_with_llmguard(output):
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print(f"Processed with LLMGuard: {output}")
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# Need to not disclose student id or other sensitive information using LLMGuard
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# Use the LLMGuard to scan the output
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vault = Vault()
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scanner = Anonymize(vault, preamble="Insert before prompt", recognizer_conf=BERT_LARGE_NER_CONF, language="en")
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# Anonymize the output
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anonymized_output, is_valid, risk_score = scanner.scan(output)
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return anonymized_output
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def process_input_with_llmguard(input):
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print(f"Processed with LLMGuard: {input}")
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# Need to not disclose student id or other sensitive information using LLMGuard
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# Use the LLMGuard to scan the output
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vault = Vault()
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scanner = Anonymize(vault, preamble="Insert before prompt", recognizer_conf=BERT_LARGE_NER_CONF, language="en")
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# Anonymize the output
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anonymized_output, is_valid, risk_score = scanner.scan(input)
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return anonymized_output
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LLM/LLMGuard/InputScanners/IDScanner.py
ADDED
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File without changes
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LLM/LLMGuard/InputScanners/NNumberScanner.py
ADDED
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File without changes
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LLM/LLMGuard/InputScanners/StudentIDScanner.py
ADDED
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File without changes
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LLM/MockLLM.py
ADDED
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def generate_mock_output(prompt):
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# Simple mock output for testing
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return f"Mock output for: {prompt}"
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README.md
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LLMGuard is a project that utilizes Gradio and LLMGuard to protect users from leaking personal information in a university environment.
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## Installation
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To install LLMGuard, follow these steps:
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1. Clone the repository: `git clone https://github.com/your-username/LLMGuard.git`
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2. Install the required dependencies: `pip install -r requirements.txt`
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## Usage
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To run this project, follow these steps:
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1. Run `main.py`: `python main.py`
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## TODO
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- [] Implement scanners to detect personal information leakage. :mag:
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- [] Consider using regex scanner for more accurate detection. :dart:
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- [] Implement real LLM (Leakage Limiting Mechanism) instead of the mock version. :gear:
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- [] Generate tests to automate the testing process. :test_tube:
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main.py
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import gradio as gr
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from LLM.MockLLM import generate_mock_output
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from LLM.LLMGuard.GuardProcessor import process_output_with_llmguard, process_input_with_llmguard
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def run_llm_guard(prompt):
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# Generate mock LLM output
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mock_output = generate_mock_output(process_input_with_llmguard(prompt))
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# Process the output with LLMGuard (placeholder)
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processed_output = process_output_with_llmguard(mock_output)
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return processed_output
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# Gradio Interface
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iface = gr.Interface(
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fn=run_llm_guard,
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inputs="text",
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outputs="text",
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title="LLMGuard Tester",
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description="Enter a prompt to generate mock LLM output and process it with LLMGuard."
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)
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if __name__ == "__main__":
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iface.launch()
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requirements.txt
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Binary file (36 Bytes). View file
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