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capa/capa/features/extractors/cape/models.py
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2023-08-18 10:15:12 +00:00

432 lines
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Python

# Copyright (C) 2023 Mandiant, Inc. All Rights Reserved.
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at: [package root]/LICENSE.txt
# Unless required by applicable law or agreed to in writing, software distributed under the License
# is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and limitations under the License.
import binascii
from typing import Any, Dict, List, Union, Literal, Optional
from pydantic import Field, BaseModel, ConfigDict
from typing_extensions import Annotated, TypeAlias
from pydantic.functional_validators import BeforeValidator
def validate_hex_int(value):
return int(value, 16) if isinstance(value, str) else value
def validate_hex_bytes(value):
return binascii.unhexlify(value) if isinstance(value, str) else value
HexInt = Annotated[int, BeforeValidator(validate_hex_int)]
HexBytes = Annotated[bytes, BeforeValidator(validate_hex_bytes)]
# a model that *cannot* have extra fields
# if they do, pydantic raises an exception.
# use this for models we rely upon and cannot change.
#
# for things that may be extended and we don't care,
# use FlexibleModel.
class ExactModel(BaseModel):
model_config = ConfigDict(extra="forbid")
# a model that can have extra fields that we ignore.
# use this if we don't want to raise an exception for extra
# data fields that we didn't expect.
class FlexibleModel(BaseModel):
pass
# use this type to indicate that we won't model this data.
# because its not relevant to our use in capa.
#
# while its nice to have full coverage of the data shape,
# it can easily change and break our parsing.
# so we really only want to describe what we'll use.
Skip: TypeAlias = Optional[Any]
# mark fields that we haven't seen yet and need to model.
# pydantic should raise an error when encountering data
# in a field with this type.
# then we can update the model with the discovered shape.
TODO: TypeAlias = None
ListTODO: TypeAlias = List[None]
DictTODO: TypeAlias = ExactModel
EmptyDict: TypeAlias = BaseModel
EmptyList: TypeAlias = List[Any]
class Info(FlexibleModel):
version: str
class ImportedSymbol(ExactModel):
address: HexInt
name: Optional[str] = None
class ImportedDll(ExactModel):
dll: str
imports: List[ImportedSymbol]
class DirectoryEntry(ExactModel):
name: str
virtual_address: HexInt
size: HexInt
class Section(ExactModel):
name: str
raw_address: HexInt
virtual_address: HexInt
virtual_size: HexInt
size_of_data: HexInt
characteristics: str
characteristics_raw: HexInt
entropy: float
class Resource(ExactModel):
name: str
language: Optional[str] = None
sublanguage: str
filetype: Optional[str]
offset: HexInt
size: HexInt
entropy: float
class DigitalSigner(FlexibleModel):
md5_fingerprint: str
not_after: str
not_before: str
serial_number: str
sha1_fingerprint: str
sha256_fingerprint: str
issuer_commonName: Optional[str] = None
issuer_countryName: Optional[str] = None
issuer_localityName: Optional[str] = None
issuer_organizationName: Optional[str] = None
issuer_stateOrProvinceName: Optional[str] = None
subject_commonName: Optional[str] = None
subject_countryName: Optional[str] = None
subject_localityName: Optional[str] = None
subject_organizationName: Optional[str] = None
subject_stateOrProvinceName: Optional[str] = None
extensions_authorityInfoAccess_caIssuers: Optional[str] = None
extensions_authorityKeyIdentifier: Optional[str] = None
extensions_cRLDistributionPoints_0: Optional[str] = None
extensions_certificatePolicies_0: Optional[str] = None
extensions_subjectAltName_0: Optional[str] = None
extensions_subjectKeyIdentifier: Optional[str] = None
class Signer(ExactModel):
aux_sha1: Optional[TODO] = None
aux_timestamp: Optional[None] = None
aux_valid: Optional[bool] = None
aux_error: Optional[bool] = None
aux_error_desc: Optional[str] = None
aux_signers: Optional[ListTODO] = None
class Overlay(ExactModel):
offset: HexInt
size: HexInt
class KV(ExactModel):
name: str
value: str
class ExportedSymbol(ExactModel):
address: HexInt
name: str
ordinal: int
class PE(ExactModel):
peid_signatures: TODO
imagebase: HexInt
entrypoint: HexInt
reported_checksum: HexInt
actual_checksum: HexInt
osversion: str
pdbpath: Optional[str] = None
timestamp: str
# List[ImportedDll], or Dict[basename(dll), ImportedDll]
imports: Union[List[ImportedDll], Dict[str, ImportedDll]]
imported_dll_count: Optional[int] = None
imphash: str
exported_dll_name: Optional[str] = None
exports: List[ExportedSymbol]
dirents: List[DirectoryEntry]
sections: List[Section]
ep_bytes: Optional[HexBytes] = None
overlay: Optional[Overlay] = None
resources: List[Resource]
versioninfo: List[KV]
# base64 encoded data
icon: Optional[str] = None
# MD5-like hash
icon_hash: Optional[str] = None
# MD5-like hash
icon_fuzzy: Optional[str] = None
# short hex string
icon_dhash: Optional[str] = None
digital_signers: List[DigitalSigner]
guest_signers: Signer
class File(ExactModel):
type: str
cape_type_code: Optional[int] = None
cape_type: Optional[str] = None
pid: Optional[Union[int, Literal[""]]] = None
name: Union[List[str], str]
path: str
guest_paths: Union[List[str], str, None]
timestamp: Optional[str] = None
#
# hashes
#
crc32: str
md5: str
sha1: str
sha256: str
sha512: str
sha3_384: str
ssdeep: str
# unsure why this would ever be "False"
tlsh: Optional[Union[str, bool]] = None
rh_hash: Optional[str] = None
#
# other metadata, static analysis
#
size: int
pe: Optional[PE] = None
ep_bytes: Optional[HexBytes] = None
entrypoint: Optional[int] = None
data: Optional[str] = None
strings: Optional[List[str]] = None
#
# detections (skip)
#
yara: Skip = None
cape_yara: Skip = None
clamav: Skip = None
virustotal: Skip = None
class ProcessFile(File):
#
# like a File, but also has dynamic analysis results
#
pid: Optional[int] = None
process_path: Optional[str] = None
process_name: Optional[str] = None
module_path: Optional[str] = None
virtual_address: Optional[HexInt] = None
target_pid: Optional[Union[int, str]] = None
target_path: Optional[str] = None
target_process: Optional[str] = None
class Argument(ExactModel):
name: str
# unsure why empty list is provided here
value: Union[HexInt, int, str, EmptyList]
pretty_value: Optional[str] = None
class Call(ExactModel):
timestamp: str
thread_id: int
category: str
api: str
arguments: List[Argument]
status: bool
return_: HexInt = Field(alias="return")
pretty_return: Optional[str] = None
repeated: int
# virtual addresses
caller: HexInt
parentcaller: HexInt
# index into calls array
id: int
class Process(ExactModel):
process_id: int
process_name: str
parent_id: int
module_path: str
first_seen: str
calls: List[Call]
threads: List[int]
environ: Dict[str, str]
class ProcessTree(ExactModel):
name: str
pid: int
parent_id: int
module_path: str
threads: List[int]
environ: Dict[str, str]
children: List["ProcessTree"]
class Summary(ExactModel):
files: List[str]
read_files: List[str]
write_files: List[str]
delete_files: List[str]
keys: List[str]
read_keys: List[str]
write_keys: List[str]
delete_keys: List[str]
executed_commands: List[str]
resolved_apis: List[str]
mutexes: List[str]
created_services: List[str]
started_services: List[str]
class EncryptedBuffer(ExactModel):
process_name: str
pid: int
api_call: str
buffer: str
buffer_size: Optional[int] = None
crypt_key: Optional[Union[HexInt, str]] = None
class Behavior(ExactModel):
summary: Summary
# list of processes, of threads, of calls
processes: List[Process]
# tree of processes
processtree: List[ProcessTree]
anomaly: List[str]
encryptedbuffers: List[EncryptedBuffer]
# these are small objects that describe atomic events,
# like file move, registery access.
# we'll detect the same with our API call analyis.
enhanced: Skip = None
class Target(ExactModel):
category: str
file: File
class Static(ExactModel):
pe: PE
flare_capa: Skip = None
class Cape(ExactModel):
payloads: List[ProcessFile]
configs: Skip = None
# flexible because there may be more sorts of analysis
# but we only care about the ones described here.
class CapeReport(FlexibleModel):
# the input file, I think
target: Target
# info about the processing job, like machine and distributed metadata.
info: Info
#
# static analysis results
#
static: Optional[Static] = None
strings: Optional[List[str]] = None
#
# dynamic analysis results
#
# post-processed results: process tree, anomalies, etc
behavior: Behavior
# post-processed results: payloads and extracted configs
CAPE: Optional[Cape] = None
dropped: Optional[List[File]] = None
procdump: List[ProcessFile]
procmemory: ListTODO
# =========================================================================
# information we won't use in capa
#
#
# NBIs and HBIs
# these are super interesting, but they don't enable use to detect behaviors.
# they take a lot of code to model and details to maintain.
#
# if we come up with a future use for this, go ahead and re-enable!
#
network: Skip = None
suricata: Skip = None
curtain: Skip = None
sysmon: Skip = None
url_analysis: Skip = None
# screenshot hash values
deduplicated_shots: Skip = None
# k-v pairs describing the time it took to run each stage.
statistics: Skip = None
# k-v pairs of ATT&CK ID to signature name or similar.
ttps: Skip = None
# debug log messages
debug: Skip = None
# various signature matches
# we could potentially extend capa to use this info one day,
# though it would be quite sandbox-specific,
# and more detection-oriented than capability detection.
signatures: Skip = None
malfamily_tag: Optional[str] = None
malscore: float
detections: Skip = None
detections2pid: Optional[Dict[int, List[str]]] = None
# AV detections for the sample.
virustotal: Skip = None
@classmethod
def from_buf(cls, buf: bytes) -> "CapeReport":
return cls.model_validate_json(buf)