From 0191615c89dc1ac89ae406a7374ed04e5d11a46b Mon Sep 17 00:00:00 2001 From: Gabriele Venturi Date: Fri, 15 Sep 2023 00:24:59 +0200 Subject: [PATCH] feat: use duckdb for the cache --- pandasai/__init__.py | 2 +- pandasai/helpers/cache.py | 41 +- poetry.lock | 859 +++++++++++++++++++++----------------- pyproject.toml | 3 +- 4 files changed, 499 insertions(+), 406 deletions(-) diff --git a/pandasai/__init__.py b/pandasai/__init__.py index 071ccbf1f..6a63677b1 100644 --- a/pandasai/__init__.py +++ b/pandasai/__init__.py @@ -253,7 +253,7 @@ def last_prompt(self) -> str: def clear_cache(filename: str = None): """Clear the cache""" - cache = Cache(filename or "cache") + cache = Cache(filename or "cache_db") cache.clear() diff --git a/pandasai/helpers/cache.py b/pandasai/helpers/cache.py index 515aa72ed..7b8628b88 100644 --- a/pandasai/helpers/cache.py +++ b/pandasai/helpers/cache.py @@ -1,7 +1,6 @@ -"""Cache module for caching queries.""" -import glob import os -import shelve +import glob +import duckdb from .path import find_project_root @@ -13,17 +12,20 @@ class Cache: filename (str): filename to store the cache. """ - def __init__(self, filename="cache"): - # define cache directory and create directory if it does not exist + def __init__(self, filename="cache_db"): + # Define cache directory and create directory if it does not exist try: - cache_dir = os.path.join((find_project_root()), "cache") + cache_dir = os.path.join(find_project_root(), "cache") except ValueError: cache_dir = os.path.join(os.getcwd(), "cache") os.makedirs(cache_dir, mode=0o777, exist_ok=True) - self.filepath = os.path.join(cache_dir, filename) - self.cache = shelve.open(self.filepath) + self.filepath = os.path.join(cache_dir, filename + ".db") + self.connection = duckdb.connect(self.filepath) + self.connection.execute( + "CREATE TABLE IF NOT EXISTS cache (key STRING, value STRING)" + ) def set(self, key: str, value: str) -> None: """Set a key value pair in the cache. @@ -32,8 +34,7 @@ def set(self, key: str, value: str) -> None: key (str): key to store the value. value (str): value to store in the cache. """ - - self.cache[key] = value + self.connection.execute("INSERT INTO cache VALUES (?, ?)", [key, value]) def get(self, key: str) -> str: """Get a value from the cache. @@ -44,8 +45,12 @@ def get(self, key: str) -> str: Returns: str: value from the cache. """ - - return self.cache.get(key) + result = self.connection.execute("SELECT value FROM cache WHERE key=?", [key]) + row = result.fetchone() + if row: + return row[0] + else: + return None def delete(self, key: str) -> None: """Delete a key value pair from the cache. @@ -53,22 +58,18 @@ def delete(self, key: str) -> None: Args: key (str): key to delete the value from the cache. """ - - if key in self.cache: - del self.cache[key] + self.connection.execute("DELETE FROM cache WHERE key=?", [key]) def close(self) -> None: """Close the cache.""" - - self.cache.close() + self.connection.close() def clear(self) -> None: """Clean the cache.""" - - self.cache.clear() + self.connection.execute("DELETE FROM cache") def destroy(self) -> None: """Destroy the cache.""" - self.cache.close() + self.connection.close() for cache_file in glob.glob(self.filepath + ".*"): os.remove(cache_file) diff --git a/poetry.lock b/poetry.lock index 01cdc7b4a..47d74ecf0 100644 --- a/poetry.lock +++ b/poetry.lock @@ -181,13 +181,13 @@ files = [ [[package]] name = "asttokens" -version = "2.3.0" +version = "2.4.0" description = "Annotate AST trees with source code positions" optional = false python-versions = "*" files = [ - {file = "asttokens-2.3.0-py2.py3-none-any.whl", hash = "sha256:bef1a51bc256d349e9f94e7e40e44b705ed1162f55294220dd561d24583d9877"}, - {file = "asttokens-2.3.0.tar.gz", hash 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