EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models
Paper • 1804.04637 • Published
Datasets:
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The dataset generation failed
Error code: DatasetGenerationError
Exception: TypeError
Message: Couldn't cast array of type
struct<KERNEL32.dll: list<item: string>, USER32.dll: list<item: string>, ADVAPI32.dll: list<item: string>, MSVBVM60.DLL: list<item: string>, KERNEL32.DLL: list<item: string>, GDI32.dll: list<item: string>, SHELL32.DLL: list<item: string>, mscoree.dll: list<item: string>, kernel32.dll: list<item: string>, user32.dll: list<item: string>, advapi32.dll: list<item: string>, oleaut32.dll: list<item: string>, mpr.dll: list<item: string>, gdi32.dll: list<item: string>, ole32.dll: list<item: string>, comctl32.dll: list<item: string>, winspool.drv: list<item: string>, comdlg32.dll: list<item: string>, WSOCK32.dll: list<item: string>, OLEAUT32.dll: list<item: string>, SHELL32.dll: list<item: string>, WINMM.dll: list<item: string>, SETUPAPI.dll: list<item: string>, VERSION.dll: list<item: string>, NPSComnCtrl.dll: list<item: string>, NPSConverter.dll: list<item: string>, MFC80U.DLL: list<item: string>, MSVCR80.dll: list<item: string>, MSIMG32.dll: list<item: string>, COMCTL32.dll: list<item: string>, ToolkitPro1112vc80U.dll: list<item: string>, gdiplus.dll: list<item: string>, MSVCP80.dll: list<item: string>, NPSDBProxy.dll: list<item: string>, msvcrt.dll: list<item: string>, AUTHZ.dll: list<item: string>, ACLUI.dll: list<item: string>, ulib.dll: list<item: string>, clb.dll: list<item: string>, ntdll.dll: list<item: string>, SHLWAPI.dll: list<item: string>, RPCRT4.dll: list<item: string>, AVIFIL32.dll: list<item: string>, MSVFW32.dll: list<item: string>, pdh.dll: list<item: string>, WINI
...
st<item: string>, regsrvrdll.dll: list<item: string>, DINPUT.dll: list<item: string>, HID.DLL: list<item: string>, IPHLPAPI.DLL: list<item: string>, SetupXML.dll: list<item: string>, xpcom.dll: list<item: string>, nspr4.dll: list<item: string>, plc4.dll: list<item: string>, MAIN123W.dll: list<item: string>, ISCmplr.dll: list<item: string>, mss32.dll: list<item: string>, DivxMediaLib.dll: list<item: string>, cqcslogin.dll: list<item: string>, nerowrap.dll: list<item: string>, msacm32.dll: list<item: string>, Vcl40.bpl: list<item: string>, Vcldb40.bpl: list<item: string>, rbRCL54.bpl: list<item: string>, msvcirt.dll: list<item: string>, SNMPTHRD.dll: list<item: string>, snmpcl.dll: list<item: string>, USBD.SYS: list<item: string>, SQLRESLD.dll: list<item: string>, SQLUNIRL.dll: list<item: string>, brfxcom.dll: list<item: string>, ROUTEDLG.dll: list<item: string>, NCC.dll: list<item: string>, NCOM.dll: list<item: string>, NDBM.dll: list<item: string>, NRM.dll: list<item: string>, SkinPPWTL.dll: list<item: string>, CONDMGR.dll: list<item: string>, WTSAPI32.dll: list<item: string>, PSNCIPC.dll: list<item: string>, panio.dll: list<item: string>, cfiodkext.DLL: list<item: string>, ptrcatalog.dll: list<item: string>, XError.dll: list<item: string>, addictone.dll: list<item: string>, c60ascx.dll: list<item: string>, c60runx.dll: list<item: string>, c60tpsx.dll: list<item: string>, cyggcc_s-1.dll: list<item: string>, VRConnect.dll: list<item: string>, VRImpResT.dll: list<item: string>>
to
{'KERNEL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'USER32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'GDI32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SHELL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ADVAPI32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'COMCTL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ole32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'VERSION.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'MSVCR70.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'oleaut32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'advapi32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'user32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'kernel32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'gdi32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'version.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'comctl32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SDL.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SDL_Image.dll': Sequence(feature=Value(dtype='string', id=
...
ype='string', id=None), length=-1, id=None), 'msvcm80.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ar3objects.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'POCE2KD.DLL': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'CSCT.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'GeomUtil.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Graphics.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Interface.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Picker.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Utility.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'OG1000ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'RWUXThemeSU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SFL300ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'OT900ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'wbtrv32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'DOWNLD32.DLL': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'icuuc36.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'expat.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None)}
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2246, in cast_table_to_schema
arrays = [
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2247, in <listcomp>
cast_array_to_feature(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in wrapper
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1796, in <listcomp>
return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2109, in cast_array_to_feature
raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
TypeError: Couldn't cast array of type
struct<KERNEL32.dll: list<item: string>, USER32.dll: list<item: string>, ADVAPI32.dll: list<item: string>, MSVBVM60.DLL: list<item: string>, KERNEL32.DLL: list<item: string>, GDI32.dll: list<item: string>, SHELL32.DLL: list<item: string>, mscoree.dll: list<item: string>, kernel32.dll: list<item: string>, user32.dll: list<item: string>, advapi32.dll: list<item: string>, oleaut32.dll: list<item: string>, mpr.dll: list<item: string>, gdi32.dll: list<item: string>, ole32.dll: list<item: string>, comctl32.dll: list<item: string>, winspool.drv: list<item: string>, comdlg32.dll: list<item: string>, WSOCK32.dll: list<item: string>, OLEAUT32.dll: list<item: string>, SHELL32.dll: list<item: string>, WINMM.dll: list<item: string>, SETUPAPI.dll: list<item: string>, VERSION.dll: list<item: string>, NPSComnCtrl.dll: list<item: string>, NPSConverter.dll: list<item: string>, MFC80U.DLL: list<item: string>, MSVCR80.dll: list<item: string>, MSIMG32.dll: list<item: string>, COMCTL32.dll: list<item: string>, ToolkitPro1112vc80U.dll: list<item: string>, gdiplus.dll: list<item: string>, MSVCP80.dll: list<item: string>, NPSDBProxy.dll: list<item: string>, msvcrt.dll: list<item: string>, AUTHZ.dll: list<item: string>, ACLUI.dll: list<item: string>, ulib.dll: list<item: string>, clb.dll: list<item: string>, ntdll.dll: list<item: string>, SHLWAPI.dll: list<item: string>, RPCRT4.dll: list<item: string>, AVIFIL32.dll: list<item: string>, MSVFW32.dll: list<item: string>, pdh.dll: list<item: string>, WINI
...
st<item: string>, regsrvrdll.dll: list<item: string>, DINPUT.dll: list<item: string>, HID.DLL: list<item: string>, IPHLPAPI.DLL: list<item: string>, SetupXML.dll: list<item: string>, xpcom.dll: list<item: string>, nspr4.dll: list<item: string>, plc4.dll: list<item: string>, MAIN123W.dll: list<item: string>, ISCmplr.dll: list<item: string>, mss32.dll: list<item: string>, DivxMediaLib.dll: list<item: string>, cqcslogin.dll: list<item: string>, nerowrap.dll: list<item: string>, msacm32.dll: list<item: string>, Vcl40.bpl: list<item: string>, Vcldb40.bpl: list<item: string>, rbRCL54.bpl: list<item: string>, msvcirt.dll: list<item: string>, SNMPTHRD.dll: list<item: string>, snmpcl.dll: list<item: string>, USBD.SYS: list<item: string>, SQLRESLD.dll: list<item: string>, SQLUNIRL.dll: list<item: string>, brfxcom.dll: list<item: string>, ROUTEDLG.dll: list<item: string>, NCC.dll: list<item: string>, NCOM.dll: list<item: string>, NDBM.dll: list<item: string>, NRM.dll: list<item: string>, SkinPPWTL.dll: list<item: string>, CONDMGR.dll: list<item: string>, WTSAPI32.dll: list<item: string>, PSNCIPC.dll: list<item: string>, panio.dll: list<item: string>, cfiodkext.DLL: list<item: string>, ptrcatalog.dll: list<item: string>, XError.dll: list<item: string>, addictone.dll: list<item: string>, c60ascx.dll: list<item: string>, c60runx.dll: list<item: string>, c60tpsx.dll: list<item: string>, cyggcc_s-1.dll: list<item: string>, VRConnect.dll: list<item: string>, VRImpResT.dll: list<item: string>>
to
{'KERNEL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'USER32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'GDI32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SHELL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ADVAPI32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'COMCTL32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ole32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'VERSION.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'MSVCR70.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'oleaut32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'advapi32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'user32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'kernel32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'gdi32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'version.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'comctl32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SDL.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SDL_Image.dll': Sequence(feature=Value(dtype='string', id=
...
ype='string', id=None), length=-1, id=None), 'msvcm80.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'ar3objects.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'POCE2KD.DLL': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'CSCT.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'GeomUtil.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Graphics.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Interface.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Picker.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'Utility.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'OG1000ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'RWUXThemeSU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'SFL300ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'OT900ASU.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'wbtrv32.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'DOWNLD32.DLL': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'icuuc36.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'expat.dll': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None)}
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1431, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 992, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1898, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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