"""Hashing utilities for PromptManager prompt deduplication. This module provides cryptographic hashing functions to enable efficient deduplication of prompts and content in the PromptManager system. It uses SHA256 hashing with text normalization to ensure consistent hash generation regardless of minor formatting differences. Key features: - SHA256-based prompt text hashing with normalization - Content hashing for complex prompt metadata structures - Consistent normalization (lowercase, trimmed whitespace) Typical usage: from utils.hashing import generate_prompt_hash hash1 = generate_prompt_hash("Beautiful landscape") hash2 = generate_prompt_hash(" beautiful landscape ") # hash1 == hash2 (normalization makes them identical) The hashing is designed for: - Database deduplication (preventing duplicate prompt storage) - Quick similarity checking - Content integrity verification - Efficient database indexing """ import hashlib def generate_prompt_hash(text: str) -> str: """ Generate a SHA256 hash for prompt text to enable deduplication. Normalizes the input text (strips whitespace, converts to lowercase) before hashing to ensure consistent results for functionally identical prompts with minor formatting differences. Args: text: The prompt text to hash Returns: SHA256 hexadecimal digest of the normalized text Raises: TypeError: If the input is not a string Example: >>> generate_prompt_hash("Beautiful Landscape") 'c3d5f8a9b2e1...' >>> generate_prompt_hash(" beautiful landscape ") 'c3d5f8a9b2e1...' # Both produce the same hash due to normalization """ if not isinstance(text, str): raise TypeError("Text must be a string") return hashlib.sha256(prompt_key(text).encode("utf-8")).hexdigest() def stored_prompt_text(text: str) -> str: """The text the Library stores for raw node text: outer whitespace removed. Every prompt writer stores ``text.strip()`` and the hash above strips too, so this is the form recorded raw run text is compared in (#438). Case and inner whitespace stay significant. """ return text.strip() # The code points str.strip() removes (every str.isspace() character), for # SQLite's char(); tests/test_hashing.py pins it to the running Python. STRIPPED_CODE_POINTS = ( *range(0x09, 0x0E), *range(0x1C, 0x21), 0x85, 0xA0, 0x1680, *range(0x2000, 0x200B), 0x2028, 0x2029, 0x202F, 0x205F, 0x3000, ) _STRIP_CODES = ",".join(map(str, STRIPPED_CODE_POINTS)) def prompt_key(text: str) -> str: """The dedup key: the stored text with case folded by ``str.lower()``. Two texts with one key are one prompt (the hash is sha256 of the key), so a run belongs to the history of the prompt with its key (#460). """ return stored_prompt_text(text).lower() def _sql_key(value): return prompt_key(value) if isinstance(value, str) else None def _sql_hash(value): return generate_prompt_hash(value) if isinstance(value, str) else None def register_prompt_functions(conn) -> None: """Give ``conn`` ``pm_prompt_key(x)`` and ``pm_prompt_hash(x)`` (#460). SQLite's lower() folds ASCII only; these call Python, so SQL gets exactly ``prompt_key`` / ``generate_prompt_hash`` (NULL for a non-text value). Never used in schema objects, so the file stays readable without them. """ conn.create_function("pm_prompt_key", 1, _sql_key, deterministic=True) conn.create_function("pm_prompt_hash", 1, _sql_hash, deterministic=True) def stored_prompt_text_sql(expression: str) -> str: """``stored_prompt_text`` as an SQLite expression over ``expression``. SQLite's one-argument trim() removes spaces only; trim(X, Y) removes every character of Y, multi-byte ones included, so it strips what Python does. """ return f"trim({expression}, char({_STRIP_CODES}))"