Text Classification
sentence-transformers
Joblib
Scikit-learn
safety
malware
code
multilingual
red-team
Instructions to use NecroMOnk/malicious-coding-intent-v6 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use NecroMOnk/malicious-coding-intent-v6 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("NecroMOnk/malicious-coding-intent-v6") sentences = [ "The weather is lovely today.", "It's so sunny outside!", "He drove to the stadium." ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] - Scikit-learn
How to use NecroMOnk/malicious-coding-intent-v6 with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("NecroMOnk/malicious-coding-intent-v6", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
| { | |
| "model_dir": "models\\v6_code_aware_50k_oss_clean_benign_code", | |
| "holdout": "data\\external\\hf_benign_code_codeparrot_clean_10k.jsonl", | |
| "overall": { | |
| "n": 10000, | |
| "threshold": 0.5, | |
| "false_positive_rate": 0.0722, | |
| "flagged": 722, | |
| "score_mean": 0.097787, | |
| "score_p50": 0.007817, | |
| "score_p90": 0.351692, | |
| "score_p95": 0.651972, | |
| "score_p99": 0.950412, | |
| "score_max": 0.99718 | |
| }, | |
| "by_source": { | |
| "hf_benign_code:codeparrot/codeparrot-clean-train:default:train": { | |
| "n": 10000, | |
| "threshold": 0.5, | |
| "false_positive_rate": 0.0722, | |
| "flagged": 722, | |
| "score_mean": 0.097787, | |
| "score_p50": 0.007817, | |
| "score_p90": 0.351692, | |
| "score_p95": 0.651972, | |
| "score_p99": 0.950412, | |
| "score_max": 0.99718 | |
| } | |
| }, | |
| "flagged_examples": [ | |
| { | |
| "score": 0.696553, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "linux-devkit/sysroots/i686-arago-linux/usr/lib/python2.7/encodings/cp1250.py", | |
| "preview": "0e' # 0x0E -> SHIFT OUT u'\\x0f' # 0x0F -> SHIFT IN u'\\x10' # 0x10 -> DATA LINK ESCAPE u'\\x11' # 0x11 -> DEVICE CONTROL ONE u'\\x12' # 0x12 -> DEVICE CONTROL TWO u'\\x13' # 0x13 -> DEVICE CONTROL THREE u'\\x14' # 0x14 -> DEVICE CONTROL FOUR u'\\" | |
| }, | |
| { | |
| "score": 0.922218, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "linux-devkit/sysroots/i686-arago-linux/usr/lib/python2.7/encodings/cp1250.py", | |
| "preview": "'a' # 0x61 -> LATIN SMALL LETTER A u'b' # 0x62 -> LATIN SMALL LETTER B u'c' # 0x63 -> LATIN SMALL LETTER C u'd' # 0x64 -> LATIN SMALL LETTER D u'e' # 0x65 -> LATIN SMALL LETTER E u'f' # 0x66 -> LATIN SMALL LETTER F u'g' # 0x67 -> LATIN SMAL" | |
| }, | |
| { | |
| "score": 0.538765, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "linux-devkit/sysroots/i686-arago-linux/usr/lib/python2.7/encodings/cp1250.py", | |
| "preview": "# 0x88 -> UNDEFINED u'\\u2030' # 0x89 -> PER MILLE SIGN u'\\u0160' # 0x8A -> LATIN CAPITAL LETTER S WITH CARON u'\\u2039' # 0x8B -> SINGLE LEFT-POINTING ANGLE QUOTATION MARK u'\\u015a' # 0x8C -> LATIN CAPITAL LETTER S WITH ACUTE u'\\u0164' # 0x8" | |
| }, | |
| { | |
| "score": 0.709877, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "------ BU_LEFT = _controls_.BU_LEFT BU_TOP = _controls_.BU_TOP BU_RIGHT = _controls_.BU_RIGHT BU_BOTTOM = _controls_.BU_BOTTOM BU_ALIGN_MASK = _controls_.BU_ALIGN_MASK BU_EXACTFIT = _controls_.BU_EXACTFIT BU_AUTODRAW = _controls_.BU_AUTODRA" | |
| }, | |
| { | |
| "score": 0.546407, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "tCheckedStrings,SetCheckedStrings) _controls_.CheckListBox_swigregister(CheckListBox) def PreCheckListBox(*args, **kwargs): \"\"\"PreCheckListBox() -> CheckListBox\"\"\" val = _controls_.new_PreCheckListBox(*args, **kwargs) return val #----------" | |
| }, | |
| { | |
| "score": 0.734946, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "tAttr_GetTabs(*args, **kwargs) def GetLeftIndent(*args, **kwargs): \"\"\"GetLeftIndent(self) -> long\"\"\" return _controls_.TextAttr_GetLeftIndent(*args, **kwargs) def GetLeftSubIndent(*args, **kwargs): \"\"\"GetLeftSubIndent(self) -> long\"\"\" retur" | |
| }, | |
| { | |
| "score": 0.531309, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "ontrols_.TextAttr_GetFontFamily(*args, **kwargs) def GetFont(*args, **kwargs): \"\"\"GetFont(self) -> Font\"\"\" return _controls_.TextAttr_GetFont(*args, **kwargs) CreateFont = GetFont def GetCharacterStyleName(*args, **kwargs): \"\"\"GetCharacterS" | |
| }, | |
| { | |
| "score": 0.840642, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "extAttr_GetBulletFont(*args, **kwargs) def GetBulletName(*args, **kwargs): \"\"\"GetBulletName(self) -> String\"\"\" return _controls_.TextAttr_GetBulletName(*args, **kwargs) def GetURL(*args, **kwargs): \"\"\"GetURL(self) -> String\"\"\" return _contr" | |
| }, | |
| { | |
| "score": 0.950359, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "HasFontWeight(*args, **kwargs) def HasFontSize(*args, **kwargs): \"\"\"HasFontSize(self) -> bool\"\"\" return _controls_.TextAttr_HasFontSize(*args, **kwargs) def HasFontItalic(*args, **kwargs): \"\"\"HasFontItalic(self) -> bool\"\"\" return _controls_" | |
| }, | |
| { | |
| "score": 0.900217, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "ial(*args, **kwargs) def TextAttr_SplitParaCharStyles(*args, **kwargs): \"\"\"TextAttr_SplitParaCharStyles(TextAttr style, TextAttr parStyle, TextAttr charStyle) -> bool\"\"\" return _controls_.TextAttr_SplitParaCharStyles(*args, **kwargs) class " | |
| }, | |
| { | |
| "score": 0.739418, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "UrlEvent_swigregister(TextUrlEvent) EVT_TEXT = wx.PyEventBinder( wxEVT_COMMAND_TEXT_UPDATED, 1) EVT_TEXT_ENTER = wx.PyEventBinder( wxEVT_COMMAND_TEXT_ENTER, 1) EVT_TEXT_URL = wx.PyEventBinder( wxEVT_COMMAND_TEXT_URL, 1) EVT_TEXT_MAXLEN = wx" | |
| }, | |
| { | |
| "score": 0.679941, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "ameStr def PreScrollBar(*args, **kwargs): \"\"\"PreScrollBar() -> ScrollBar\"\"\" val = _controls_.new_PreScrollBar(*args, **kwargs) return val def ScrollBar_GetClassDefaultAttributes(*args, **kwargs): \"\"\" ScrollBar_GetClassDefaultAttributes(int " | |
| }, | |
| { | |
| "score": 0.509311, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "_UPDATED = _controls_.wxEVT_COMMAND_SPINCTRLDOUBLE_UPDATED EVT_SPIN_UP = wx.PyEventBinder( wxEVT_SPIN_UP, 1) EVT_SPIN_DOWN = wx.PyEventBinder( wxEVT_SPIN_DOWN, 1) EVT_SPIN = wx.PyEventBinder( wxEVT_SPIN, 1) EVT_SPINCTRL = wx.PyEventBinder( " | |
| }, | |
| { | |
| "score": 0.553781, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "(*args, **kwargs) def GetMax(*args, **kwargs): \"\"\"GetMax(self) -> double\"\"\" return _controls_.SpinCtrlDouble_GetMax(*args, **kwargs) def GetIncrement(*args, **kwargs): \"\"\"GetIncrement(self) -> double\"\"\" return _controls_.SpinCtrlDouble_GetI" | |
| }, | |
| { | |
| "score": 0.716552, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "x, v: x.this.own(v), doc='The membership flag') __repr__ = _swig_repr def __init__(self, *args, **kwargs): \"\"\"__init__(self, EventType commandType=wxEVT_NULL, int winid=0, double value=0) -> SpinDoubleEvent\"\"\" _controls_.SpinDoubleEvent_swi" | |
| }, | |
| { | |
| "score": 0.800785, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "label=EmptyString, Point pos=DefaultPosition, Size size=DefaultSize, wxArrayString choices=wxPyEmptyStringArray, int majorDimension=0, long style=RA_HORIZONTAL, Validator validator=DefaultValidator, String name=RadioBoxNameStr) -> bool \"\"\" " | |
| }, | |
| { | |
| "score": 0.722281, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "ageOld, int nPageNew=-1)\"\"\" return _controls_.Notebook_SendPageChangedEvent(*args, **kwargs) RowCount = property(GetRowCount,doc=\"See `GetRowCount`\") ThemeBackgroundColour = property(GetThemeBackgroundColour,doc=\"See `GetThemeBackgroundColo" | |
| }, | |
| { | |
| "score": 0.829889, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "tchableSpace(*args, **kwargs): \"\"\"InsertStretchableSpace(self, size_t pos) -> ToolBarToolBase\"\"\" return _controls_.ToolBarBase_InsertStretchableSpace(*args, **kwargs) def RemoveTool(*args, **kwargs): \"\"\"RemoveTool(self, int id) -> ToolBarTo" | |
| }, | |
| { | |
| "score": 0.523815, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "E_SEL LC_SORT_ASCENDING = _controls_.LC_SORT_ASCENDING LC_SORT_DESCENDING = _controls_.LC_SORT_DESCENDING LC_MASK_TYPE = _controls_.LC_MASK_TYPE LC_MASK_ALIGN = _controls_.LC_MASK_ALIGN LC_MASK_SORT = _controls_.LC_MASK_SORT LIST_MASK_STATE" | |
| }, | |
| { | |
| "score": 0.872435, | |
| "source": "hf_benign_code:codeparrot/codeparrot-clean-train:default:train", | |
| "path": "libs_arm/wx/_controls.py", | |
| "preview": "DELETE_ALL_ITEMS = _controls_.wxEVT_COMMAND_LIST_DELETE_ALL_ITEMS wxEVT_COMMAND_LIST_ITEM_SELECTED = _controls_.wxEVT_COMMAND_LIST_ITEM_SELECTED wxEVT_COMMAND_LIST_ITEM_DESELECTED = _controls_.wxEVT_COMMAND_LIST_ITEM_DESELECTED wxEVT_COMMAN" | |
| } | |
| ] | |
| } |