Dataset Viewer
Auto-converted to Parquet Duplicate
assessments
dict
confidence_details
dict
confidence_score
float64
contract
dict
mining_run_id
large_string
original_file_content
large_string
original_source
large_string
payload_family
large_string
proprietary_justification
large_string
proprietary_score
int64
provenance
dict
repository_assessment
null
schema_version
int64
seed_id
large_string
status
large_string
structural_skeleton
dict
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": false, "file_path": false, "logic_uniqueness": 2.02, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_wor...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9939, "noul": 0.0061, "probabilities": { "false": 0.9939, "true": 0.0061 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.8388, "noul": 0.8388, "probabilities": { ...
0.7103
{ "docstring": null, "intent": null, "signature": "def from_blob(cls, blob: bytes) -> \"FileAnalysis\":" }
818ea64439ab444dae87f9190f3b139d
"""File-level analysis, shared by every directory and rule in a scan. Why per file ------------ The engine asks about directories, but the expensive work -- reading a file, tokenising it, extracting functions, winnowing -- is per file, and the same file is asked about many times over: * candidates nest. ESP-IDF has `...
@classmethod def from_blob(cls, blob: bytes) -> "FileAnalysis": values = array("Q") values.frombytes(blob) if sys.byteorder != "little": values.byteswap() nf, na, nb, total = values[:4] if len(values) != 4 + nf + na + nb: raise ValueError("truncate...
Protocol & Bitwise Parsing
Decider selected proprietary depth 4 with 0.267 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/analysis.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/analysis.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANGMU-SBOM/ga...
null
8
979f35d3bd39e9a208b678b5c87b91cfa4a13069f640cd905f323a7770b4e229
unverified
{ "control_flow": [ { "depth": 0, "kind": "if" }, { "depth": 0, "kind": "if" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": false, "file_path": false, "logic_uniqueness": 2.13, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_wor...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9989, "noul": 0.0011, "probabilities": { "false": 0.9989, "true": 0.0011 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.8893, "noul": 0.8893, "probabilities": { ...
0.8095
{ "docstring": "What the rule's author tested, so a reader sees how far the claim was checked.", "intent": null, "signature": "def _calibration_note(prints) -> str:" }
818ea64439ab444dae87f9190f3b139d
"""Prebuilt binaries: say what is there instead of staying silent. Chinese SDKs ship their Wi-Fi, BLE, RF and codec stacks as ``.a`` archives with no source. Fingerprinting cannot see them, and a scan that says nothing about them reads as "nothing here". This module does two modest things: * inventories every prebuil...
def _calibration_note(prints) -> str: """What the rule's author tested, so a reader sees how far the claim was checked.""" meta = getattr(prints, "meta", None) or {} cross = meta.get("cross_build") if not cross: return "" answered = cross["exact"] + cross["range"] + cross["wrong"] return...
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.225 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/binaries.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/binaries.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANGMU-SBOM/ga...
null
8
c29038334b910c737e4545e9af8eaaf608693666abe99d5275e8477a52e1548e
unverified
{ "control_flow": [ { "depth": 0, "kind": "if" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": true, "file_path": false, "logic_uniqueness": 2, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_world_p...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9819, "noul": 0.0181, "probabilities": { "false": 0.9819, "true": 0.0181 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.8893, "noul": 0.8893, "probabilities": { ...
0.8139
{ "docstring": "String literals of one C file, adjacent literals joined, escapes resolved.", "intent": null, "signature": "def source_literals(data: bytes) -> List[bytes]:" }
818ea64439ab444dae87f9190f3b139d
"""String-constant fingerprints for code that only exists as machine code. Source-level function hashes (``functions.py``) cannot see a compiled image: the tokens are gone, and instruction bytes change with the compiler, the optimisation level and the architecture. String literals survive all three. Log lines, error m...
def source_literals(data: bytes) -> List[bytes]: """String literals of one C file, adjacent literals joined, escapes resolved.""" out: List[bytes] = [] pending: List[bytes] = [] for tok in tokenize(data) + [b";"]: if tok[:1] == b'"' and len(tok) >= 2 and tok[-1:] == b'"': pending.app...
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.323 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/binsig.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/binsig.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANGMU-SBOM/gangmu...
null
8
3c7007992c23dc0ea37b57c16a615d8b94c282513beadf7884ec9c6ded9cb2a9
unverified
{ "control_flow": [ { "depth": 0, "kind": "for" }, { "depth": 1, "kind": "if" }, { "depth": 1, "kind": "if" }, { "depth": 2, "kind": "if" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": false, "file_path": false, "logic_uniqueness": 2.31, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_wor...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9785, "noul": 0.0215, "probabilities": { "false": 0.9785, "true": 0.0215 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.9672, "noul": 0.9672, "probabilities": { ...
0.791
{ "docstring": "Hashes of the printable runs of an image, each also at every suffix offset.", "intent": null, "signature": "def image_strings(data: bytes) -> Set[int]:" }
818ea64439ab444dae87f9190f3b139d
"""String-constant fingerprints for code that only exists as machine code. Source-level function hashes (``functions.py``) cannot see a compiled image: the tokens are gone, and instruction bytes change with the compiler, the optimisation level and the architecture. String literals survive all three. Log lines, error m...
def image_strings(data: bytes) -> Set[int]: """Hashes of the printable runs of an image, each also at every suffix offset.""" found: Set[int] = set() for m in _RUN.finditer(data): run = m.group(0) # a run may sit between other printable bytes of a packed table: split at # newlines to...
String / Regex Sanitization
Decider selected proprietary depth 5 with 0.354 probability.
5
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/binsig.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/binsig.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANGMU-SBOM/gangmu...
null
8
28910552c54d4546e2f80c0fd03246f8e3636371cc20eb439384985812bf3822
unverified
{ "control_flow": [ { "depth": 0, "kind": "for" }, { "depth": 1, "kind": "if" }, { "depth": 2, "kind": "for" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": true, "file_path": false, "logic_uniqueness": 1.65, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_worl...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9985, "noul": 0.0015, "probabilities": { "false": 0.9985, "true": 0.0015 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.9602, "noul": 0.9602, "probabilities": { ...
0.8388
{ "docstring": null, "intent": null, "signature": "def parse_kconfig(text: str, path: str = \"\") -> KconfigValues:" }
818ea64439ab444dae87f9190f3b139d
"""Kconfig answers: which options the build was configured with. A source tree holds everything the SDK ships; the build compiles only what the configuration turns on. Without a compile database that difference is invisible, and the SBOM lists components that never reach the firmware. Both ESP-IDF (``sdkconfig``) an...
def parse_kconfig(text: str, path: str = "") -> KconfigValues: out = KconfigValues(path=path) for line in text.splitlines(): line = line.strip() match = _SET.match(line) if match: out.values[match.group(1)] = match.group(2).strip().strip('"') continue matc...
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.352 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/build/kconfig.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/build/kconfig.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANG...
null
8
7397d280c6abaf85955614c2524ae1bc1e19659298fd9d6f160c6a2fe35cc70c
unverified
{ "control_flow": [ { "depth": 0, "kind": "for" }, { "depth": 1, "kind": "if" }, { "depth": 1, "kind": "if" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": true, "domain_specific_logic": false, "file_path": false, "logic_uniqueness": 1.88, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_worl...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9986, "noul": 0.0014, "probabilities": { "false": 0.9986, "true": 0.0014 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.9124, "noul": 0.9124, "probabilities": { ...
0.7447
{ "docstring": null, "intent": null, "signature": "def _resolve(raw: str, project_dir: Path, variables: Dict[str, str]) -> Optional[Path]:" }
818ea64439ab444dae87f9190f3b139d
"""IDE project files as a source of build facts. ``compile_commands.json`` covers everything built with CMake -- ESP-IDF, Zephyr, nRF Connect SDK -- but a large part of the embedded world never touches CMake. IAR Embedded Workbench, Keil MDK and TI Code Composer keep the file list in their own project XML, and those p...
def _resolve(raw: str, project_dir: Path, variables: Dict[str, str]) -> Optional[Path]: text = raw.strip().replace("\\", "/") if not text: return None def sub(match: re.Match) -> str: name = match.group(1) if name in variables: return variables[name] if name in (...
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.312 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/build/projects.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/build/projects.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GA...
null
8
1a868e9b6c36fe2a081397ae2ef436a099cac4f30c95c74e4ac02acfcad7e5d0
unverified
{ "control_flow": [ { "depth": 0, "kind": "if" }, { "depth": 0, "kind": "if" }, { "depth": 0, "kind": "if" } ], "kind": "function" }
{ "api_key_or_token_or_secret": false, "deterministic_pure": true, "distinct_memorizable": false, "domain_specific_logic": true, "file_path": false, "logic_uniqueness": 1.99, "monetary_amount": false, "nontrivial_behaviour": true, "numeric_identifier": false, "organization_name": false, "real_worl...
{ "api_key_or_token_or_secret": { "choice": "false", "confidence": 0.9977, "noul": 0.0023, "probabilities": { "false": 0.9977, "true": 0.0023 }, "type": "noul" }, "deterministic_pure": { "choice": "true", "confidence": 0.9613, "noul": 0.9613, "probabilities": { ...
0.9002
{ "docstring": "Split a response file the way GCC (libiberty ``buildargv``) does.\n\n Whitespace separates arguments; single or double quotes group; a backslash\n escapes the next character. Any line ending, CRLF included, is whitespace.\n With *msvc*, as for ``cl.exe``: only double quotes group and a backsl...
818ea64439ab444dae87f9190f3b139d
"""The Windows half of the compiler wrapper. On Windows the ``PATH`` shim is a ``<name>.cmd`` file that calls ``python -m gangmu.build.shim <real-compiler> <args...>``. This module appends the invocation to ``$GANGMU_WRAP_LOG`` in exactly the record format the POSIX ``/bin/sh`` shim writes (``cwd NUL arg NUL ... NUL L...
def split_response_text(text: str, msvc: bool = False) -> List[str]: """Split a response file the way GCC (libiberty ``buildargv``) does. Whitespace separates arguments; single or double quotes group; a backslash escapes the next character. Any line ending, CRLF included, is whitespace. With *msvc*, as...
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.339 probability.
4
{ "commit_hash": "4252494d25dddc7363e0a1829b59aa9fd0fa82ec", "file_path": "src/gangmu/build/shim.py", "github_url": "https://github.com/GANGMU-SBOM/gangmu/blob/4252494d25dddc7363e0a1829b59aa9fd0fa82ec/src/gangmu/build/shim.py", "license_file_path": "LICENSE", "license_file_url": "https://github.com/GANGMU-SBO...
null
8
884241aee57982e91287a38fe000f1034b3ca7ac50cdc7340dc767b62ef96198
unverified
{ "control_flow": [ { "depth": 0, "kind": "while" }, { "depth": 1, "kind": "if" }, { "depth": 2, "kind": "if" }, { "depth": 3, "kind": "if" }, { "depth": 3, "kind": "if" }, { "depth": 4, "kind": "if" ...
{"api_key_or_token_or_secret":false,"deterministic_pure":true,"distinct_memorizable":false,"domain_s(...TRUNCATED)
{"api_key_or_token_or_secret":{"choice":"false","confidence":0.998,"noul":0.002,"probabilities":{"fa(...TRUNCATED)
0.6734
{ "docstring": null, "intent": null, "signature": "def _table(result: ScanResult) -> str:" }
818ea64439ab444dae87f9190f3b139d
"\"\"\"Command line interface.\"\"\"\n\nfrom __future__ import annotations\n\nimport argparse\nimpor(...TRUNCATED)
"def _table(result: ScanResult) -> str:\n rows = [(\"CONF\", \"COMPONENT\", \"VERSION\", \"SRC\",(...TRUNCATED)
Finite Policy Table
Decider selected proprietary depth 4 with 0.262 probability.
4
{"commit_hash":"4252494d25dddc7363e0a1829b59aa9fd0fa82ec","file_path":"src/gangmu/cli.py","github_ur(...TRUNCATED)
null
8
c753c8b36cc6f98c0b0d5f0da118e6f97d34f5fe6055eeb938aae01dc81dc5ae
unverified
{"control_flow":[{"depth":0,"kind":"for"},{"depth":1,"kind":"if"},{"depth":1,"kind":"if"},{"depth":1(...TRUNCATED)
{"api_key_or_token_or_secret":false,"deterministic_pure":true,"distinct_memorizable":true,"domain_sp(...TRUNCATED)
{"api_key_or_token_or_secret":{"choice":"false","confidence":0.9975,"noul":0.0025,"probabilities":{"(...TRUNCATED)
0.8502
{ "docstring": null, "intent": null, "signature": "def to_markdown(self) -> str:" }
818ea64439ab444dae87f9190f3b139d
"\"\"\"《网络产品安全漏洞管理规定》报送草稿。\n\n为什么必须单独做\n------(...TRUNCATED)
" def to_markdown(self) -> str:\n lines = [\n \"# 网络产品安全漏洞报(...TRUNCATED)
String / Regex Sanitization
Decider selected proprietary depth 4 with 0.414 probability.
4
{"commit_hash":"4252494d25dddc7363e0a1829b59aa9fd0fa82ec","file_path":"src/gangmu/cn/miit.py","githu(...TRUNCATED)
null
8
228140dcd1b492e0004bcfd0510981ca110af88d2da096048f4a3faa7f9b6c10
unverified
{"control_flow":[{"depth":0,"kind":"for"},{"depth":0,"kind":"if"},{"depth":0,"kind":"for"}],"kind":"(...TRUNCATED)
{"api_key_or_token_or_secret":false,"deterministic_pure":true,"distinct_memorizable":false,"domain_s(...TRUNCATED)
{"api_key_or_token_or_secret":{"choice":"false","confidence":0.999,"noul":0.001,"probabilities":{"fa(...TRUNCATED)
0.8267
{"docstring":null,"intent":null,"signature":"def _component_for(vex: Optional[dict], advisory_id: st(...TRUNCATED)
818ea64439ab444dae87f9190f3b139d
"\"\"\"《网络产品安全漏洞管理规定》报送草稿。\n\n为什么必须单独做\n------(...TRUNCATED)
"def _component_for(vex: Optional[dict], advisory_id: str) -> Dict[str, str]:\n if not vex:\n (...TRUNCATED)
Data Filtering / Query
Decider selected proprietary depth 4 with 0.306 probability.
4
{"commit_hash":"4252494d25dddc7363e0a1829b59aa9fd0fa82ec","file_path":"src/gangmu/cn/miit.py","githu(...TRUNCATED)
null
8
1469984aeb4beaa6823c595c9066e9372fc2298c51f352345f0ea88badbb5788
unverified
{"control_flow":[{"depth":0,"kind":"if"},{"depth":0,"kind":"for"},{"depth":1,"kind":"if"},{"depth":1(...TRUNCATED)
End of preview. Expand in Data Studio

func-mem-seeds

raw_seeds: mined seed records (one row per unique seed_id). Deduplicated from seed-1M.parquet at revision d2cf8f33f3e725c95253840d0af0985e734280a5; duplicate rows from overlapping mining runs kept their first occurrence with merged provenance.matched_topics/matched_topic_domains.

load_dataset("JetBrains-Research/func-mem-seeds", "raw_seeds", split="train")

raw_seeds_with_deps

raw_seeds at revision 905bb2f1bda2f05fb997a5fea1d597660eee4c46 plus dependency_sources (definitions the target uses from other files of the same repository at provenance.commit_hash) and dependency_resolution (status and unresolved names). original_file_content is unchanged.

Downloads last month
204