From a771caf38502356650feb6cc7791ee63a86f4a04 Mon Sep 17 00:00:00 2001 From: Roman Babenko Date: Fri, 29 Nov 2024 14:58:40 +0200 Subject: [PATCH] ML retrain with keras-tuner --- .ci/benchmark.txt | 26 +- .github/workflows/check.yml | 2 +- credsweeper/common/constants.py | 54 +- credsweeper/deep_scanner/pdf_scanner.py | 2 +- .../file_handler/data_content_provider.py | 5 +- credsweeper/filters/value_file_path_check.py | 8 +- credsweeper/ml_model/features/__init__.py | 7 +- credsweeper/ml_model/features/char_set.py | 41 - .../ml_model/features/entropy_evaluation.py | 66 + .../ml_model/features/hartley_entropy.py | 8 - .../ml_model/features/length_of_attribute.py | 31 + .../ml_model/features/morpheme_dense.py | 23 + credsweeper/ml_model/features/reny_entropy.py | 81 - .../ml_model/features/shannon_entropy.py | 8 - credsweeper/ml_model/ml_config.json | 205 +- credsweeper/ml_model/ml_model.onnx | Bin 5788884 -> 5917367 bytes credsweeper/scanner/scan_type/scan_type.py | 4 +- credsweeper/utils/entropy_validator.py | 2 +- credsweeper/utils/pem_key_detector.py | 2 +- experiment/main.py | 65 +- experiment/main.sh | 8 +- experiment/plot.py | 2 +- experiment/requirements.txt | 24 +- experiment/src/data_loader.py | 22 +- experiment/src/log_callback.py | 20 + experiment/src/lstm_model.py | 93 +- requirements.txt | 55 +- tests/__init__.py | 10 +- tests/data/depth_3.json | 2625 ++++++++++------- tests/data/doc.json | 1250 ++++---- tests/data/ml_threshold.json | 1516 +++++----- tests/data/output.json | 2077 ++++++++----- tests/filters/test_value_file_path_check.py | 2 + tests/ml_model/test_features.py | 100 +- tests/ml_model/test_ml_validator.py | 64 +- tests/test_app.py | 14 +- tests/test_main.py | 2 +- tests/utils/test_entropy_validator.py | 25 +- tests/utils/test_util.py | 2 +- 39 files changed, 4939 insertions(+), 3612 deletions(-) delete mode 100644 credsweeper/ml_model/features/char_set.py create mode 100644 credsweeper/ml_model/features/entropy_evaluation.py delete mode 100644 credsweeper/ml_model/features/hartley_entropy.py create mode 100644 credsweeper/ml_model/features/length_of_attribute.py create mode 100644 credsweeper/ml_model/features/morpheme_dense.py delete mode 100644 credsweeper/ml_model/features/reny_entropy.py delete mode 100644 credsweeper/ml_model/features/shannon_entropy.py create mode 100644 experiment/src/log_callback.py diff --git a/.ci/benchmark.txt b/.ci/benchmark.txt index 798ac8ac4..3551c090d 100644 --- a/.ci/benchmark.txt +++ b/.ci/benchmark.txt @@ -223,25 +223,25 @@ FileType FileNumber ValidLines Positives Negatives Templat .zsh 6 872 12 .zsh-theme 1 97 1 TOTAL: 10232 16342283 12255 49690 5102 -credsweeper result_cnt : 11517, lost_cnt : 0, true_cnt : 11342, false_cnt : 175 +credsweeper result_cnt : 11572, lost_cnt : 0, true_cnt : 11397, false_cnt : 175 Rules Positives Negatives Templates Reported TP FP TN FN FPR FNR ACC PRC RCL F1 ------------------------------ ----------- ----------- ----------- ---------- ----- ---- ----- ---- -------- -------- -------- -------- -------- -------- -API 130 3166 188 125 123 2 3352 7 0.000596 0.053846 0.997417 0.984000 0.946154 0.964706 +API 130 3166 188 129 128 1 3353 2 0.000298 0.015385 0.999139 0.992248 0.984615 0.988417 AWS Client ID 168 21 0 160 160 0 21 8 0.000000 0.047619 0.957672 1.000000 0.952381 0.975610 AWS Multi 82 10 0 84 82 1 9 0 0.100000 0.000000 0.989130 0.987952 1.000000 0.993939 AWS S3 Bucket 67 23 0 92 67 23 0 0 1.000000 0.000000 0.744444 0.744444 1.000000 0.853503 Atlassian Old PAT token 27 308 3 12 3 8 303 24 0.025723 0.888889 0.905325 0.272727 0.111111 0.157895 -Auth 414 2739 82 390 387 3 2818 27 0.001063 0.065217 0.990726 0.992308 0.934783 0.962687 +Auth 414 2739 82 391 387 4 2817 27 0.001418 0.065217 0.990417 0.989770 0.934783 0.961491 Azure Access Token 19 0 0 12 12 0 0 7 0.368421 0.631579 1.000000 0.631579 0.774194 BASE64 Private Key 7 4 0 7 7 0 4 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 BASE64 encoded PEM Private Key 7 0 0 5 5 0 0 2 0.285714 0.714286 1.000000 0.714286 0.833333 Bitbucket Client ID 143 2095 9 48 28 19 2085 115 0.009030 0.804196 0.940365 0.595745 0.195804 0.294737 Bitbucket Client Secret 301 807 10 40 29 11 806 272 0.013464 0.903654 0.746869 0.725000 0.096346 0.170088 CMD ConvertTo-SecureString 13 4 0 13 13 0 4 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 -CMD Password 21 128 6 18 18 0 134 3 0.000000 0.142857 0.980645 1.000000 0.857143 0.923077 +CMD Password 21 128 6 21 21 0 134 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 CMD Secret 1 1 0 1 1 0 1 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 CMD Token 6 0 0 6 6 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 -Certificate 24 471 0 20 20 0 471 4 0.000000 0.166667 0.991919 1.000000 0.833333 0.909091 +Certificate 24 471 0 26 20 6 465 4 0.012739 0.166667 0.979798 0.769231 0.833333 0.800000 Credential 91 421 76 92 91 1 496 0 0.002012 0.000000 0.998299 0.989130 1.000000 0.994536 Docker Swarm Token 2 0 0 1 1 0 0 1 0.500000 0.500000 1.000000 0.500000 0.666667 Dropbox App secret 64 139 1 46 35 10 130 29 0.071429 0.453125 0.808824 0.777778 0.546875 0.642202 @@ -257,18 +257,18 @@ Grafana Provisioned API Key 22 1 0 JSON Web Token 170 61 0 131 131 0 61 39 0.000000 0.229412 0.831169 1.000000 0.770588 0.870432 Jira / Confluence PAT token 0 4 0 0 0 4 0 0.000000 1.000000 Jira 2FA 15 6 1 12 12 0 7 3 0.000000 0.200000 0.863636 1.000000 0.800000 0.888889 -Key 3909 15717 485 3944 3893 51 16151 16 0.003148 0.004093 0.996668 0.987069 0.995907 0.991468 -Nonce 91 49 0 89 88 1 48 3 0.020408 0.032967 0.971429 0.988764 0.967033 0.977778 +Key 3909 15717 485 3943 3898 45 16157 11 0.002777 0.002814 0.997215 0.988587 0.997186 0.992868 +Nonce 91 49 0 89 89 0 49 2 0.000000 0.021978 0.985714 1.000000 0.978022 0.988889 Other 8 7445 1 0 0 7446 8 0.000000 1.000000 0.998927 0.000000 PEM Private Key 1019 1483 0 1023 1019 4 1479 0 0.002697 0.000000 0.998401 0.996090 1.000000 0.998041 -Password 1869 7535 2680 1776 1758 18 10197 111 0.001762 0.059390 0.989325 0.989865 0.940610 0.964609 -Salt 47 76 1 44 44 0 77 3 0.000000 0.063830 0.975806 1.000000 0.936170 0.967033 -Secret 1297 1576 802 1288 1283 5 2373 14 0.002103 0.010794 0.994830 0.996118 0.989206 0.992650 +Password 1869 7535 2680 1801 1786 15 10200 83 0.001468 0.044409 0.991890 0.991671 0.955591 0.973297 +Salt 47 76 1 45 44 1 76 3 0.012987 0.063830 0.967742 0.977778 0.936170 0.956522 +Secret 1297 1576 802 1289 1287 2 2376 10 0.000841 0.007710 0.996735 0.998448 0.992290 0.995360 Seed 1 6 0 0 0 6 1 0.000000 1.000000 0.857143 0.000000 Slack Token 4 1 0 4 4 0 1 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 Tencent WeChat API App ID 6 0 0 6 6 0 0 0 0.000000 1.000000 1.000000 1.000000 1.000000 -Token 643 4170 454 616 614 2 4622 29 0.000433 0.045101 0.994114 0.996753 0.954899 0.975377 +Token 643 4170 454 624 618 6 4618 25 0.001298 0.038880 0.994114 0.990385 0.961120 0.975533 Twilio Credentials 30 39 0 30 30 0 39 0 0.000000 0.000000 1.000000 1.000000 1.000000 1.000000 -URL Credentials 210 156 216 205 205 0 372 5 0.000000 0.023810 0.991409 1.000000 0.976190 0.987952 +URL Credentials 210 156 216 212 210 2 370 0 0.005376 0.000000 0.996564 0.990566 1.000000 0.995261 UUID 1069 265 0 1068 1067 1 264 2 0.003774 0.001871 0.997751 0.999064 0.998129 0.998596 - 12255 49690 5102 11524 11342 175 49515 913 0.003522 0.074500 0.982436 0.984805 0.925500 0.954232 + 12255 49690 5102 11579 11397 175 49515 858 0.003522 0.070012 0.983324 0.984877 0.929988 0.956646 diff --git a/.github/workflows/check.yml b/.github/workflows/check.yml index 7ca8080ce..cc3551725 100644 --- a/.github/workflows/check.yml +++ b/.github/workflows/check.yml @@ -41,7 +41,7 @@ jobs: if: ${{ always() && steps.code_checkout.conclusion == 'success' }} run: | md5sum --binary credsweeper/ml_model/ml_config.json | grep 49c4352ae9ec82ad432d49d7e51c27f1 - md5sum --binary credsweeper/ml_model/ml_model.onnx | grep ff66e97c446d0f2bbd8d37b7dfff7361 + md5sum --binary credsweeper/ml_model/ml_model.onnx | grep 4abed2705dcb5565cfd3c80580d17f2a # # # line ending diff --git a/credsweeper/common/constants.py b/credsweeper/common/constants.py index 2dff3a42a..cb8bbd2e2 100644 --- a/credsweeper/common/constants.py +++ b/credsweeper/common/constants.py @@ -1,3 +1,4 @@ +import string import typing from enum import Enum from typing import Optional, Union @@ -59,41 +60,37 @@ def get(confidence: Union[str, "Confidence"]) -> Optional["Confidence"]: return None -class Base(Enum): - """Stores types of character sets in lower case""" - digits = "digits" - ascii_uppercase = "ascii_uppercase" - ascii_lowercase = "ascii_lowercase" - base16upper = "base16upper" - base16lower = "base16lower" - base32 = "base32" - base36 = "base36" - base64 = "base64" - base64std = "base64std" - base64url = "base64url" - hex = "hex" - - class Chars(Enum): - """Stores three types characters sets. - """ + """Stores enumeration of characters sets of encoding dictionaries""" # set of characters, hexadecimal numeral system (Base16). Upper- and lowercase - HEX_CHARS = "0123456789ABCDEFabcdef" + HEX_CHARS = string.digits + "ABCDEFabcdef" + # UUID charset in uppercase + UUID_UPPER_CHARS = string.digits + "ABCDEF-" + # UUID charset in lowercase + UUID_LOWER_CHARS = string.digits + "abcdef-" # set of characters, hexadecimal numeral system (Base16). Uppercase - BASE16UPPER = "0123456789ABCDEF" + BASE16UPPER = string.digits + "ABCDEF" # set of characters, hexadecimal numeral system (Base16). Lowercase - BASE16LOWER = "0123456789abcdef" + BASE16LOWER = string.digits + "abcdef" # set of 32 characters, used in Base32 encoding - BASE32_CHARS = "ABCDEFGHIJKLMNOPQRSTUVWXYZ234567" + BASE32_CHARS = string.ascii_uppercase + "234567" # set of 36 characters, used in Base36 encoding - BASE36_CHARS = "abcdefghijklmnopqrstuvwxyz1234567890" - # standard base64 with padding sign - BASE64_CHARS = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/=" + BASE36_CHARS = string.digits + string.ascii_lowercase + # base62 set https://en.wikipedia.org/wiki/Base62 + BASE62_CHARS = string.digits + string.ascii_letters # URL- and filename-safe standard - BASE64URL_CHARS = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789-_" - # standard base64 - BASE64STD_CHARS = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/" + BASE64URL_CHARS = string.digits + string.ascii_letters + "-_" + # URL- and filename-safe standard plus padding sign + BASE64URLPAD_CHARS = string.digits + string.ascii_letters + "-_=" + # standard base64 charset + BASE64STD_CHARS = string.digits + string.ascii_letters + "+/" + # standard base64 plus padding sign + BASE64STDPAD_CHARS = string.digits + string.ascii_letters + "+/=" + # except whitespaces + ASCII_VISIBLE = string.digits + string.ascii_letters + string.punctuation + # all printable symbols + ASCII_PRINTABLE = string.printable ENTROPY_LIMIT_BASE64 = 4.5 @@ -179,3 +176,6 @@ class DiffRowType(Enum): # PEM x509 patterns PEM_BEGIN_PATTERN = "-----BEGIN" PEM_END_PATTERN = "-----END" + +# similar min_line_len in rule_template - no real credential in data less than 8 bytes +MIN_DATA_LEN = 8 diff --git a/credsweeper/deep_scanner/pdf_scanner.py b/credsweeper/deep_scanner/pdf_scanner.py index 3f3e3873c..fb1540762 100644 --- a/credsweeper/deep_scanner/pdf_scanner.py +++ b/credsweeper/deep_scanner/pdf_scanner.py @@ -38,7 +38,7 @@ def data_scan( pdf_content_provider = DataContentProvider( data=element_text.encode(), file_path=data_provider.file_path, - file_type=".xml", + file_type=data_provider.file_type, info=f"{data_provider.info}|PDF:{page.pageid}") new_limit = recursive_limit_size - len(pdf_content_provider.data) element_candidates = self.recursive_scan(pdf_content_provider, depth, new_limit) diff --git a/credsweeper/file_handler/data_content_provider.py b/credsweeper/file_handler/data_content_provider.py index d7279b566..24256f629 100644 --- a/credsweeper/file_handler/data_content_provider.py +++ b/credsweeper/file_handler/data_content_provider.py @@ -8,7 +8,7 @@ import yaml from bs4 import BeautifulSoup, Tag, XMLParsedAsHTMLWarning -from credsweeper.common.constants import DEFAULT_ENCODING, ASCII +from credsweeper.common.constants import DEFAULT_ENCODING, ASCII, MIN_DATA_LEN from credsweeper.file_handler.analysis_target import AnalysisTarget from credsweeper.file_handler.content_provider import ContentProvider from credsweeper.utils import Util @@ -16,9 +16,6 @@ warnings.filterwarnings("ignore", category=XMLParsedAsHTMLWarning, module='bs4') logger = logging.getLogger(__name__) -# similar min_line_len in rule_template - no real credential in data less than 8 bytes -MIN_DATA_LEN = 8 - # 8 bytes encodes to 12 symbols 12345678 -> MTIzNDU2NzgK MIN_ENCODED_DATA_LEN = 12 diff --git a/credsweeper/filters/value_file_path_check.py b/credsweeper/filters/value_file_path_check.py index b871547dd..4e3014cc4 100644 --- a/credsweeper/filters/value_file_path_check.py +++ b/credsweeper/filters/value_file_path_check.py @@ -1,3 +1,5 @@ +import re + from credsweeper.common.constants import Chars from credsweeper.common import static_keyword_checklist from credsweeper.config import Config @@ -13,9 +15,9 @@ class ValueFilePathCheck(Filter): Check if a value contains either '/' or ':\' separators (but not both) and do not have any special characters ( !$@`&*()+) """ - base64_possible_set = set(Chars.BASE64_CHARS.value) | set(Chars.BASE64URL_CHARS.value) - unusual_windows_symbols_in_path = "\t\n\r !$@`&*()[]{}<>+=;,~^" - unusual_linux_symbols_in_path = unusual_windows_symbols_in_path + ":\\" + base64_possible_set = set(Chars.BASE64STD_CHARS.value) | set(Chars.BASE64URL_CHARS.value) + unusual_windows_symbols_in_path = "\t\n\r!$@`&*(){}<>+=;,~^" + unusual_linux_symbols_in_path = "\t\n\r!@`&*<>+=;,~^:\\" def __init__(self, config: Config = None) -> None: pass diff --git a/credsweeper/ml_model/features/__init__.py b/credsweeper/ml_model/features/__init__.py index 95b705eca..074e84d74 100644 --- a/credsweeper/ml_model/features/__init__.py +++ b/credsweeper/ml_model/features/__init__.py @@ -1,12 +1,11 @@ -from credsweeper.ml_model.features.char_set import CharSet +from credsweeper.ml_model.features.entropy_evaluation import EntropyEvaluation from credsweeper.ml_model.features.file_extension import FileExtension -from credsweeper.ml_model.features.hartley_entropy import HartleyEntropy from credsweeper.ml_model.features.has_html_tag import HasHtmlTag from credsweeper.ml_model.features.is_secret_numeric import IsSecretNumeric +from credsweeper.ml_model.features.length_of_attribute import LengthOfAttribute +from credsweeper.ml_model.features.morpheme_dense import MorphemeDense from credsweeper.ml_model.features.search_in_attribute import SearchInAttribute -from credsweeper.ml_model.features.reny_entropy import RenyiEntropy from credsweeper.ml_model.features.rule_name import RuleName -from credsweeper.ml_model.features.shannon_entropy import ShannonEntropy from credsweeper.ml_model.features.word_in_line import WordInLine from credsweeper.ml_model.features.word_in_path import WordInPath from credsweeper.ml_model.features.word_in_value import WordInValue diff --git a/credsweeper/ml_model/features/char_set.py b/credsweeper/ml_model/features/char_set.py deleted file mode 100644 index 16de05aea..000000000 --- a/credsweeper/ml_model/features/char_set.py +++ /dev/null @@ -1,41 +0,0 @@ -import string -from typing import Dict, Set - -from credsweeper.common.constants import Base, Chars -from credsweeper.credentials import Candidate -from credsweeper.ml_model.features.feature import Feature - - -class CharSet(Feature): - """Feature is true when all characters of the value are from a set.""" - - # Constant dictionary to get characters set via name - CHARS: Dict[Base, Set[str]] = { # - Base.digits: set(string.digits), # - Base.ascii_uppercase: set(string.ascii_uppercase), # - Base.ascii_lowercase: set(string.ascii_lowercase), # - Base.base16upper: set(Chars.BASE16UPPER.value), # - Base.base16lower: set(Chars.BASE16LOWER.value), # - Base.base32: set(Chars.BASE32_CHARS.value), # - Base.base36: set(Chars.BASE36_CHARS.value), # - Base.base64std: set(Chars.BASE64STD_CHARS.value + '='), # - Base.base64url: set(Chars.BASE64URL_CHARS.value + '='), # - } - - def __init__(self, base: str) -> None: - """CharSet class initializer. - - Args: - base: base set ID - - """ - super().__init__() - self.base_set: Set[str] = self.CHARS[getattr(Base, base)] - - def extract(self, candidate: Candidate) -> bool: - if set(candidate.line_data_list[0].value).difference(self.base_set): - # value contains characters not from the set - return False - else: - # no extra symbols in value - return True diff --git a/credsweeper/ml_model/features/entropy_evaluation.py b/credsweeper/ml_model/features/entropy_evaluation.py new file mode 100644 index 000000000..49efd73e5 --- /dev/null +++ b/credsweeper/ml_model/features/entropy_evaluation.py @@ -0,0 +1,66 @@ +import math +from typing import Dict, List, Set + +import numpy as np + +from credsweeper.common.constants import Chars, ML_HUNK +from credsweeper.credentials import Candidate +from credsweeper.file_handler.data_content_provider import MIN_DATA_LEN +from credsweeper.ml_model.features.feature import Feature + + +class EntropyEvaluation(Feature): + """ + Renyi, Shannon entropy evaluation with Hartley entropy normalization. + Augmentation with possible set of chars (hex, base64, etc.) + Analyse only begin of the value + + See next link for details: + https://digitalassets.lib.berkeley.edu/math/ucb/text/math_s4_v1_article-27.pdf + + """ + + def __init__(self) -> None: + """Class initializer""" + super().__init__() + # Max size of ML analyzed value is ML_HUNK but value may be bigger + self.hunk_size = 4 * ML_HUNK + self.log2_cache: Dict[int, float] = {x: math.log2(x) for x in range(4, self.hunk_size + 1)} + self.char_sets: List[Set[str]] = [set(x.value) for x in Chars] + + def extract(self, candidate: Candidate) -> np.ndarray: + """Returns real entropy and possible sets of characters""" + # only head of value will be analyzed + result = np.zeros(shape=3 + len(self.char_sets), dtype=np.float32) + value = candidate.line_data_list[0].value[:self.hunk_size] + size = len(value) + uniq, counts = np.unique(list(value), return_counts=True) + if MIN_DATA_LEN <= size: + # evaluate the entropy for a value of at least 4 + probabilities = counts / size + hartley_entropy = self.log2_cache.get(size, -1.0) + assert hartley_entropy, str(candidate) + + # renyi_entropy alpha=0.5 + sum_prob_05 = np.sum(probabilities**0.5) + renyi_entropy_05 = 2 * np.log2(sum_prob_05) + result[0] = renyi_entropy_05 / hartley_entropy + + # shannon_entropy or renyi_entropy alpha=1 + shannon_entropy = -np.sum(probabilities * np.log2(probabilities)) + result[1] = shannon_entropy / hartley_entropy + + # renyi_entropy alpha=2 + sum_prob_2 = np.sum(probabilities**2) + renyi_entropy_2 = -1 * np.log2(sum_prob_2) + result[2] = renyi_entropy_2 / hartley_entropy + + if 0 < size: + # check charset for non-zero value + # use the new variable to deal with mypy + uniq_set = set(uniq) + for n, i in enumerate(self.char_sets, start=3): + if not uniq_set.difference(i): + result[n] = 1.0 + + return result diff --git a/credsweeper/ml_model/features/hartley_entropy.py b/credsweeper/ml_model/features/hartley_entropy.py deleted file mode 100644 index 02f55a0ec..000000000 --- a/credsweeper/ml_model/features/hartley_entropy.py +++ /dev/null @@ -1,8 +0,0 @@ -from credsweeper.ml_model.features.reny_entropy import RenyiEntropy - - -class HartleyEntropy(RenyiEntropy): - """Hartley entropy feature.""" - - def __init__(self, base: str, norm: bool = False) -> None: - super().__init__(base, 0.0, norm) diff --git a/credsweeper/ml_model/features/length_of_attribute.py b/credsweeper/ml_model/features/length_of_attribute.py new file mode 100644 index 000000000..e8a3946df --- /dev/null +++ b/credsweeper/ml_model/features/length_of_attribute.py @@ -0,0 +1,31 @@ +import numpy as np + +from credsweeper.common.constants import ML_HUNK +from credsweeper.credentials import Candidate +from credsweeper.ml_model.features.feature import Feature + + +class LengthOfAttribute(Feature): + """Abstract class for obtain a normalized value of length with max size of hunk""" + + def __init__(self, attribute: str): + super().__init__() + if "line" == attribute: + self.hunk_plus = 2 * ML_HUNK + 1 + elif "value" == attribute or "variable" == attribute: + self.hunk_plus = ML_HUNK + 1 + else: + raise ValueError(f"Not supported attribute '{attribute}'") + self.attribute = attribute + + def extract(self, candidate: Candidate) -> np.ndarray: + """Returns boolean for first LineData member""" + if attribute := getattr(candidate.line_data_list[0], self.attribute, None): + if len(attribute) < self.hunk_plus: + # should be in (0, 1) + return np.array([len(attribute) / self.hunk_plus]) + else: + # 1.0 means the attribute is oversize + return np.array([1.0]) + # the attribute is empty + return np.array([0.0]) diff --git a/credsweeper/ml_model/features/morpheme_dense.py b/credsweeper/ml_model/features/morpheme_dense.py new file mode 100644 index 000000000..a1e95ae06 --- /dev/null +++ b/credsweeper/ml_model/features/morpheme_dense.py @@ -0,0 +1,23 @@ +from credsweeper.common import static_keyword_checklist +from credsweeper.credentials import Candidate +from credsweeper.ml_model.features.feature import Feature + + +class MorphemeDense(Feature): + """Feature calculates morphemes density for a value""" + + def __init__(self) -> None: + """Class initializer""" + super().__init__() + + def extract(self, candidate: Candidate) -> float: + if value := candidate.line_data_list[0].value.lower(): + morphemes_counter = 0 + for morpheme in static_keyword_checklist.morpheme_set: + if morpheme in value: + morphemes_counter += 1 + # normalization: minimal morpheme length is 3 + return 3.0 * morphemes_counter / len(value) + else: + # empty value case + return 0.0 diff --git a/credsweeper/ml_model/features/reny_entropy.py b/credsweeper/ml_model/features/reny_entropy.py deleted file mode 100644 index 250d00dc1..000000000 --- a/credsweeper/ml_model/features/reny_entropy.py +++ /dev/null @@ -1,81 +0,0 @@ -from typing import Dict - -import numpy as np - -from credsweeper.common.constants import Base, Chars -from credsweeper.credentials import Candidate -from credsweeper.ml_model.features.feature import Feature - - -class RenyiEntropy(Feature): - """Renyi entropy. - - See next link for details: - https://digitalassets.lib.berkeley.edu/math/ucb/text/math_s4_v1_article-27.pdf - - Parameters: - alpha: entropy parameter - norm: set True to normalize output probabilities - - """ - - # Constant dictionary to get characters set via name - CHARS: Dict[Base, Chars] = { # - Base.base32: Chars.BASE32_CHARS, # - Base.base36: Chars.BASE36_CHARS, # - Base.base64: Chars.BASE64_CHARS, # - Base.hex: Chars.HEX_CHARS # - } - - def __init__(self, base: str, alpha: float, norm=False) -> None: - """Renyi entropy class initializer. - - Args: - base: number base type - alpha: entropy parameter - norm: set True to normalize output probabilities, default is False - - """ - super().__init__() - self.base: Base = getattr(Base, base) - self.alpha = alpha - self.norm = norm - - def extract(self, candidate: Candidate) -> np.ndarray: - p_x = self.get_probabilities(candidate.line_data_list[0].value) - return np.array([self.estimate_entropy(p_x)]) - - def get_probabilities(self, data: str) -> np.ndarray: - """Get list of alphabet's characters presented in inputted string.""" - unique_elements = [x for x in RenyiEntropy.CHARS[self.base].value if data.count(x) > 0] - - # perform estimation of probability of characters - p_x = np.array([float(data.count(x)) / len(data) for x in unique_elements]) - # get probabilities for alphabet's characters presented in data - p_x = p_x[p_x > 0] - - # linear weighting of probabilities for theirs normalization - if self.norm: - p_x /= p_x.sum() - - return p_x - - def estimate_entropy(self, p_x: np.ndarray) -> float: - """Calculate Renyi entropy of 'p_x' sequence. - - Function is based on definition of Renyi entropy for arbitrary probability distribution. - Please see next link for details: - https://digitalassets.lib.berkeley.edu/math/ucb/text/math_s4_v1_article-27.pdf - """ - if 0 == len(p_x): - entropy = 0 - elif np.abs(0.0 - self.alpha) < np.finfo(np.float32).eps: - # corresponds to Hartley or max-entropy - entropy = np.log2(p_x.size) - elif np.abs(1.0 - self.alpha) < np.finfo(np.float32).eps: - # corresponds to Shannon entropy - entropy = np.sum(-p_x * np.log2(p_x)) - else: - entropy = np.log2((p_x**self.alpha).sum()) / (1.0 - self.alpha) - - return entropy diff --git a/credsweeper/ml_model/features/shannon_entropy.py b/credsweeper/ml_model/features/shannon_entropy.py deleted file mode 100644 index d3692b18e..000000000 --- a/credsweeper/ml_model/features/shannon_entropy.py +++ /dev/null @@ -1,8 +0,0 @@ -from credsweeper.ml_model.features.reny_entropy import RenyiEntropy - - -class ShannonEntropy(RenyiEntropy): - """Shannon entropy feature.""" - - def __init__(self, base: str, norm: bool = False) -> None: - super().__init__(base, 1.0, norm) diff --git a/credsweeper/ml_model/ml_config.json b/credsweeper/ml_model/ml_config.json index 9052c853a..7d92cb349 100644 --- a/credsweeper/ml_model/ml_config.json +++ b/credsweeper/ml_model/ml_config.json @@ -7,6 +7,28 @@ "highest": 0.92996 }, "features": [ + { + "type": "EntropyEvaluation", + "kwargs": {} + }, + { + "type": "LengthOfAttribute", + "kwargs": { + "attribute": "line" + } + }, + { + "type": "LengthOfAttribute", + "kwargs": { + "attribute": "variable" + } + }, + { + "type": "LengthOfAttribute", + "kwargs": { + "attribute": "value" + } + }, { "type": "SearchInAttribute", "comment": "Bash variable", @@ -43,7 +65,15 @@ "type": "SearchInAttribute", "comment": "VariableNotAllowedNameCheck", "kwargs": { - "pattern": "(?i:pub((lic)?_)?key|_?id$|name$|type$)", + "pattern": "(?i:pub(lic)?_?key)", + "attribute": "variable" + } + }, + { + "type": "SearchInAttribute", + "comment": "VariableNotAllowedNameCheck", + "kwargs": { + "pattern": "(?i:_?id$|name$|type$)", "attribute": "variable" } }, @@ -54,7 +84,6 @@ "/", " ", "_at", - "id", "_id", "obj", "file", @@ -62,20 +91,30 @@ "hash", "name", "test", + "time", + "temp", "type", "mock", + "size", "uniq", "fake", + "view", "cache", "valid", "label", "title", + "access", + "space", + "filter", + "native", "status", "expire", "client", "option", "public", + "project", "control", + "parameter", "encrypted", "timestamp", "thumbprint", @@ -93,12 +132,14 @@ ".", "->", "${", + "$(", "...", "foo", "bar", "123", "abc", "xyz", + "xxx", "pwd", "passwd", "pswd", @@ -117,7 +158,9 @@ "mock", "fake", "test", + "allow", "my", + "file", "id" ] } @@ -144,6 +187,10 @@ "nil", "undefined", "none", + "unit", + "test", + "approval", + "case", "true", "false", "assert", @@ -169,156 +216,8 @@ } }, { - "type": "ShannonEntropy", - "kwargs": { - "base": "hex" - } - }, - { - "type": "ShannonEntropy", - "kwargs": { - "base": "base32" - } - }, - { - "type": "ShannonEntropy", - "kwargs": { - "base": "base36" - } - }, - { - "type": "ShannonEntropy", - "kwargs": { - "base": "base64" - } - }, - { - "type": "HartleyEntropy", - "kwargs": { - "base": "hex" - } - }, - { - "type": "HartleyEntropy", - "kwargs": { - "base": "base36" - } - }, - { - "type": "HartleyEntropy", - "kwargs": { - "base": "base64" - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "hex", - "alpha": 0.5 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base32", - "alpha": 0.5 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base36", - "alpha": 0.5 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base64", - "alpha": 0.5 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "hex", - "alpha": 2.0 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base32", - "alpha": 2.0 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base36", - "alpha": 2.0 - } - }, - { - "type": "RenyiEntropy", - "kwargs": { - "base": "base64", - "alpha": 2.0 - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "digits" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "ascii_uppercase" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "ascii_lowercase" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base16upper" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base16lower" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base32" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base36" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base64std" - } - }, - { - "type": "CharSet", - "kwargs": { - "base": "base64url" - } + "type": "MorphemeDense", + "kwargs": {} }, { "type": "HasHtmlTag" @@ -383,6 +282,7 @@ ".idl", ".iml", ".in", + ".inc", ".ini", ".j", ".j2", @@ -438,6 +338,7 @@ ".py", ".pyx", ".r", + ".rake", ".rb", ".re", ".red", diff --git a/credsweeper/ml_model/ml_model.onnx b/credsweeper/ml_model/ml_model.onnx index 316ba2580cc3bfd6c0cf6ecd4d119020e8ea5a0d..f571d2091237c4269415d0ac548bae09f3dc1ede 100644 GIT binary patch literal 5917367 zcmcdy30w`>_pc;*qGTy#DSOerzk5h3J4yB>twd5vmZU|C2t`_G-?XT-NcHZCHWj5( 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