NewUpdater wraps raw file content after validating it as syntactically correct TOML

Validate that the file has a PDF extension. Returns: Normalized format string ('pdf'). Raises: Unsu

Get full suffix including compound extensions

Generate synthetic imbalanced dataset

Generate a small synthetic dataset for testing

Build a ParsedLogEntry with randomized metadata

Create a sample TaskRecord

Read a master password from the terminal without echoing it Wraps getpass so we can swap implementations later (e.g. read from stdin in

Build a FastAPI app without DB or Redis lifespan for protected-route checks

Assert response is HTTP 420 with proper structure

Check and consume token using token bucket algorithm

Compute hash of fingerprint-relevant headers Includes header ordering if configured, which is browser-specific and harder to

Encrypt plaintext bytes with AES-256-GCM and return (nonce, ciphertext) A new random nonce is generated for every call. The caller MUST

Export a PyTorch autoencoder to ONNX with dynamic batch dimension

Generate JSON report as a formatted string

Generate report string in the requested format

Look up geographic data for an IP address. Returns None for private IPs, unknown addresses, or when no database is loaded.

Persist metadata for all 3 model types, deactivating previous active versions

Update model fields from keyword arguments Args: **kwargs: Field names and values to update

Run all 3 models on test data and compute classification metrics

NewCache creates a file-backed cache at the given directory

UpdateDependency replaces the version specifier for a single dependency while preserving quotes, extras, markers, and surrounding formatting. Tries do

Recursively extract string values from a MongoDB document

Extract query results from SurrealDB v2 response format SDK v2 can return: - Direct list of dicts: [{'field': 'value'}, ...]

Return the active client or raise if not connected

Build the full Redis key string.

Decrypt ciphertext using the configured shift key

Remove an entry by name

Apply a single HeaderRule to a set of response headers HTTP header names are case-insensitive per RFC 7230 — `HSTS` and `hsts` and `Hsts

Force delivery of remaining buffered events

Weighted average of per-model normalized scores

Generate a mixed normal and attack dataset with feature vectors

Extract metadata from the file. Uses actual format detection to select the appropriate processor.

Serialize scaler parameters to a human-readable JSON file.

Train the autoencoder on normal-only traffic and calibrate the anomaly detection threshold.