├── detector
├── VERSION
├── __init__.py
└── detector.py
├── requirements.txt
├── extra
└── bearer_token.gif
├── setup.py
├── .gitignore
├── README.md
└── LICENSE
/detector/VERSION:
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1 | 0.1.0
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/requirements.txt:
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1 | requests
2 | numpy
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/detector/__init__.py:
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1 | __version__ = "0.1.0"
2 | from .detector import OpenaiDetector
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/extra/bearer_token.gif:
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https://raw.githubusercontent.com/promptslab/openai-detector/HEAD/extra/bearer_token.gif
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/setup.py:
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1 | """Python setup.py for package"""
2 | import io
3 | import os
4 |
5 | from setuptools import find_packages, setup
6 |
7 |
8 | def read(*paths, **kwargs):
9 | """Read the contents of a text file safely.
10 | >>> read("project_name", "VERSION")
11 | '0.1.0'
12 | >>> read("README.md")
13 | ...
14 | """
15 |
16 | content = ""
17 | with io.open(
18 | os.path.join(os.path.dirname(__file__), *paths),
19 | encoding=kwargs.get("encoding", "utf8"),
20 | ) as open_file:
21 | content = open_file.read().strip()
22 | return content
23 |
24 |
25 | def read_requirements(path):
26 | return [line.strip() for line in read(path).split("\n") if not line.startswith(('"', "#", "-", "git+"))]
27 |
28 |
29 | setup(
30 | name="openai-detector",
31 | version="0.1.2",
32 | description="Open AI classifier for indicating AI-written text",
33 | url="https://github.com/promptslab/openai-detector",
34 | long_description=read("README.md"),
35 | long_description_content_type="text/markdown",
36 | license="Apache",
37 | author="monk1337",
38 | maintainer="All our contributors",
39 | packages=find_packages(),
40 | install_requires=["requests","numpy"],
41 | python_requires=">=3.7.0",)
42 |
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/.gitignore:
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1 | # Byte-compiled / optimized / DLL files
2 | __pycache__/
3 | *.py[cod]
4 | *$py.class
5 |
6 | # C extensions
7 | *.so
8 |
9 | # Distribution / packaging
10 | .Python
11 | build/
12 | develop-eggs/
13 | dist/
14 | downloads/
15 | eggs/
16 | .eggs/
17 | lib/
18 | lib64/
19 | parts/
20 | sdist/
21 | var/
22 | wheels/
23 | pip-wheel-metadata/
24 | share/python-wheels/
25 | *.egg-info/
26 | .installed.cfg
27 | *.egg
28 | MANIFEST
29 |
30 | # PyInstaller
31 | # Usually these files are written by a python script from a template
32 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
33 | *.manifest
34 | *.spec
35 |
36 | # Installer logs
37 | pip-log.txt
38 | pip-delete-this-directory.txt
39 |
40 | # Unit test / coverage reports
41 | htmlcov/
42 | .tox/
43 | .nox/
44 | .coverage
45 | .coverage.*
46 | .cache
47 | nosetests.xml
48 | coverage.xml
49 | *.cover
50 | *.py,cover
51 | .hypothesis/
52 | .pytest_cache/
53 |
54 | # Translations
55 | *.mo
56 | *.pot
57 |
58 | # Django stuff:
59 | *.log
60 | local_settings.py
61 | db.sqlite3
62 | db.sqlite3-journal
63 |
64 | # Flask stuff:
65 | instance/
66 | .webassets-cache
67 |
68 | # Scrapy stuff:
69 | .scrapy
70 |
71 | # Sphinx documentation
72 | docs/_build/
73 |
74 | # PyBuilder
75 | target/
76 |
77 | # Jupyter Notebook
78 | .ipynb_checkpoints
79 |
80 | # IPython
81 | profile_default/
82 | ipython_config.py
83 |
84 | # pyenv
85 | .python-version
86 |
87 | # pipenv
88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies
90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not
91 | # install all needed dependencies.
92 | #Pipfile.lock
93 |
94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow
95 | __pypackages__/
96 |
97 | # Celery stuff
98 | celerybeat-schedule
99 | celerybeat.pid
100 |
101 | # SageMath parsed files
102 | *.sage.py
103 |
104 | # Environments
105 | .env
106 | .venv
107 | env/
108 | venv/
109 | ENV/
110 | env.bak/
111 | venv.bak/
112 |
113 | # Spyder project settings
114 | .spyderproject
115 | .spyproject
116 |
117 | # Rope project settings
118 | .ropeproject
119 |
120 | # mkdocs documentation
121 | /site
122 |
123 | # mypy
124 | .mypy_cache/
125 | .dmypy.json
126 | dmypy.json
127 |
128 | # Pyre type checker
129 | .pyre/
130 |
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/detector/detector.py:
--------------------------------------------------------------------------------
1 | import requests
2 | import numpy as np
3 |
4 |
5 | class OpenaiDetector:
6 |
7 | def __init__(self, token):
8 |
9 | self.header = {
10 | 'Accept': '*/*',
11 | 'Accept-Language': 'en-US,en;q=0.9,hi;q=0.8',
12 | 'Authorization': token,
13 | 'Connection': 'keep-alive',
14 | 'Content-Type': 'application/json',
15 | 'Origin': 'https://platform.openai.com',
16 | 'Referer': 'https://platform.openai.com/',
17 | 'Sec-Fetch-Dest': 'empty',
18 | 'Sec-Fetch-Mode': 'cors',
19 | 'Sec-Fetch-Site': 'same-site',
20 | 'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/109.0.0.0 Safari/537.36',
21 | 'sec-ch-ua': '"Not_A Brand";v="99", "Google Chrome";v="109", "Chromium";v="109"',
22 | 'sec-ch-ua-mobile': '?0',
23 | 'sec-ch-ua-platform': '"macOS"',
24 | }
25 |
26 | self.possible_classes = ['very unlikely', 'unlikely', 'unclear if it is', 'possibly', 'likely']
27 | self.class_max = [10, 45, 90, 98, 99]
28 |
29 | def detect(self, text, all_probs=False):
30 | data = {
31 | 'prompt': text + "».\n<|disc_score|>",
32 | 'max_tokens': 1,
33 | 'temperature': 1,
34 | 'top_p': 1,
35 | 'n': 1,
36 | 'logprobs': 5,
37 | 'stop': '\n',
38 | 'stream': False,
39 | 'model': 'model-detect-v2',
40 | }
41 |
42 | response = requests.post('https://api.openai.com/v1/completions', headers=self.header, json=data)
43 | if response.status_code == 200:
44 | choices = response.json()['choices'][0]
45 | logprobs = choices['logprobs']['top_logprobs'][0]
46 | probs = {key: 100 * np.e ** value for key, value in logprobs.items()}
47 | key_prob = probs['"']
48 | if self.class_max[0] < key_prob < self.class_max[len(self.class_max) - 1]:
49 | val = max(i for i in self.class_max if i < key_prob)
50 | class_label = self.possible_classes[self.class_max.index(val)]
51 | elif self.class_max[0] > key_prob:
52 | class_label = self.possible_classes[0]
53 | else:
54 | class_label = self.possible_classes[len(self.possible_classes) - 1]
55 | top_prob = {'Class': class_label, 'AI-Generated Probability': key_prob}
56 | if all_probs:
57 | return probs, top_prob
58 | return top_prob
59 | return "Check prompt, Length of sentence it should be more than 1,000 characters"
60 |
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 |
Openai Detector
2 |
3 |
Open AI classifier for indicating AI-written text
4 |
5 |
6 |
7 |
21 |
22 | ## Installation
23 |
24 |
25 | ```bash
26 | pip3 install openai_detector
27 | ```
28 |
29 | or
30 |
31 | ```bash
32 | pip3 install git+https://github.com/promptslab/openai-detector.git
33 | ```
34 |
35 |
36 | ## Usage
37 |
38 |
39 |
40 | ```python
41 |
42 | from detector import OpenaiDetector
43 |
44 | sentence = """All children, except one, grow up. They soon know that they will grow up, and the way Wendy knew was this. One day when she was two years old she was playing in a garden, and she plucked another flower and ran with it to her mother. I suppose she must have looked rather delightful, for Mrs. Darling put her hand to her heart and cried, “Oh, why can’t you remain like this for ever!” This was all that passed between them on the subject, but henceforth Wendy knew that she must grow up. You always know after you are two. Two is the beginning of the end. Of course they lived at 14, and until Wendy came her mother was the chief one. She was a lovely lady, with a romantic mind and such a sweet mocking mouth. Her romantic mind was like the tiny boxes, one within the other, that come from the puzzling East, however many you discover there is always one more; and her sweet mocking mouth had one kiss on it that Wendy could never get, though there it was, perfectly conspicuous in the right-hand corner. The way Mr. Darling won her was this: the many gentlemen who had been boys when she was a girl discovered simultaneously that they loved her, and they all ran to her house to propose to her except Mr. Darling, who took a cab and nipped in first, and so he got her. He got all of her, except the innermost box and the kiss. He never knew about the box, and in time he gave up trying for the kiss. Wendy thought Napoleon could have got it, but I can picture him trying, and then going off in a passion, slamming the door. Mr. Darling used to boast to Wendy that her mother not only loved him but respected him. He was one of those deep ones who know about stocks and shares. Of course no one really knows, but he quite seemed to know, and he often said stocks were up and shares were down in a way that would have made any woman respect him."""
45 | bearer_token = 'Bearer sess-abcd1234..'
46 |
47 | od = OpenaiDetector(bearer_token)
48 | response = od.detect(sentence)
49 | print(response)
50 |
51 | ### Output
52 |
53 | {"output" : "The classifier considers the text to be very unlikely AI-generated.",
54 | "Confidence score" : 96.15870427207666}
55 |
56 | ```
57 |
58 | ## Run on colab
59 |
60 |
61 |
62 |
63 | ## Community
64 |
65 | If you are interested in Prompt-Engineering, LLMs, ChatGPT and other latest research discussions, please consider joining PromptsLab
66 |
67 |
68 |
69 |
70 | ## Steps to get Bearer token from chrome
71 |
72 |
73 | - Go to https://platform.openai.com/ai-text-classifier
74 | - Hit F12 to access the Developer tools
75 | - Select the Network Tab
76 | - Select nearly any POST Operation (paste text into detection box and click on submit)
77 | - Find your current Bearer token in the Request Headers
78 |
79 | Here is an example
80 |
81 |
82 |

83 |
84 |
85 |
86 | ## TO-DO
87 |
88 | - Add all classes labels (total 5 classes from openai) ✅
89 | - add verifier to check if the sentence is 1000 characters long
90 | - automatically detect token from user_name, password
91 |
92 |
93 | ## Web Version
94 |
95 | https://openai.com/blog/new-ai-classifier-for-indicating-ai-written-text/
96 |
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