Skip to content

Commit

Permalink
Langchain_Community: SQL LanguageParser (#28430)
Browse files Browse the repository at this point in the history
## Description
(This PR has contributions from @khushiDesai, @ashvini8, and
@ssumaiyaahmed).

This PR addresses **Issue #11229** which addresses the need for SQL
support in document parsing. This is integrated into the generic
TreeSitter parsing library, allowing LangChain users to easily load
codebases in SQL into smaller, manageable "documents."

This pull request adds a new ```SQLSegmenter``` class, which provides
the SQL integration.

## Issue
**Issue #11229**: Add support for a variety of languages to
LanguageParser

## Testing
We created a file ```test_sql.py``` with several tests to ensure the
```SQLSegmenter``` is functional. Below are the tests we added:

- ```def test_is_valid```: Checks SQL validity.
- ```def test_extract_functions_classes```: Extracts individual SQL
statements.
- ```def test_simplify_code```: Simplifies SQL code with comments.

---------

Co-authored-by: Syeda Sumaiya Ahmed <114104419+ssumaiyaahmed@users.noreply.github.com>
Co-authored-by: ashvini hunagund <97271381+ashvini8@users.noreply.github.com>
Co-authored-by: Khushi Desai <khushi.desai@advantawitty.com>
Co-authored-by: Khushi Desai <59741309+khushiDesai@users.noreply.github.com>
Co-authored-by: ccurme <chester.curme@gmail.com>
  • Loading branch information
6 people authored Dec 19, 2024
1 parent a7f2148 commit 26bdf40
Show file tree
Hide file tree
Showing 3 changed files with 131 additions and 1 deletion.
Original file line number Diff line number Diff line change
Expand Up @@ -24,6 +24,7 @@
from langchain_community.document_loaders.parsers.language.ruby import RubySegmenter
from langchain_community.document_loaders.parsers.language.rust import RustSegmenter
from langchain_community.document_loaders.parsers.language.scala import ScalaSegmenter
from langchain_community.document_loaders.parsers.language.sql import SQLSegmenter
from langchain_community.document_loaders.parsers.language.typescript import (
TypeScriptSegmenter,
)
Expand All @@ -47,6 +48,7 @@
"php": "php",
"ex": "elixir",
"exs": "elixir",
"sql": "sql",
}

LANGUAGE_SEGMENTERS: Dict[str, Any] = {
Expand All @@ -67,6 +69,7 @@
"java": JavaSegmenter,
"php": PHPSegmenter,
"elixir": ElixirSegmenter,
"sql": SQLSegmenter,
}

Language = Literal[
Expand All @@ -83,7 +86,6 @@
"ruby",
"rust",
"scala",
"swift",
"markdown",
"latex",
"html",
Expand All @@ -94,6 +96,7 @@
"lua",
"perl",
"elixir",
"sql",
]


Expand Down Expand Up @@ -123,6 +126,7 @@ class LanguageParser(BaseBlobParser):
- Ruby: "ruby" (*)
- Rust: "rust" (*)
- Scala: "scala" (*)
- SQL: "sql" (*)
- TypeScript: "ts" (*)
Items marked with (*) require the packages `tree_sitter` and
Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,65 @@
from typing import TYPE_CHECKING

from langchain_community.document_loaders.parsers.language.tree_sitter_segmenter import ( # noqa: E501
TreeSitterSegmenter,
)

if TYPE_CHECKING:
from tree_sitter import Language

CHUNK_QUERY = """
[
(create_table_statement) @create
(select_statement) @select
(insert_statement) @insert
(update_statement) @update
(delete_statement) @delete
]
"""


class SQLSegmenter(TreeSitterSegmenter):
"""Code segmenter for SQL.
This class uses Tree-sitter to segment SQL code into its
constituent statements (e.g., SELECT, CREATE TABLE).
It also provides functionality to extract these
statements and simplify the code into commented descriptions.
"""

def get_language(self) -> "Language":
"""Return the SQL language grammar for Tree-sitter."""
from tree_sitter_languages import get_language

return get_language("sql")

def get_chunk_query(self) -> str:
"""Return the Tree-sitter query for SQL segmentation."""
return CHUNK_QUERY

def extract_functions_classes(self) -> list[str]:
"""Extract SQL statements from the code.
Ensures that all SQL statements end with a semicolon
for consistency.
"""
extracted = super().extract_functions_classes()
# Ensure all statements end with a semicolon
return [
stmt.strip() + ";" if not stmt.strip().endswith(";") else stmt.strip()
for stmt in extracted
]

def simplify_code(self) -> str:
"""Simplify the extracted SQL code into comments.
Converts SQL statements into commented descriptions
for easy readability.
"""
return "\n".join(
[
f"-- Code for: {stmt.strip()}"
for stmt in self.extract_functions_classes()
]
)

def make_line_comment(self, text: str) -> str:
"""Create a line comment in SQL style."""
return f"-- {text}"
Original file line number Diff line number Diff line change
@@ -0,0 +1,61 @@
import unittest

import pytest

from langchain_community.document_loaders.parsers.language.sql import SQLSegmenter


@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestSQLSegmenter(unittest.TestCase):
"""Unit tests for the SQLSegmenter class."""

def setUp(self) -> None:
"""Set up example code and expected results for testing."""
self.example_code = """
CREATE TABLE users (id INT, name TEXT);
-- A select query
SELECT id, name FROM users WHERE id = 1;
INSERT INTO users (id, name) VALUES (2, 'Alice');
UPDATE users SET name = 'Bob' WHERE id = 2;
DELETE FROM users WHERE id = 2;
"""

self.expected_simplified_code = (
"-- Code for: CREATE TABLE users (id INT, name TEXT);\n"
"-- Code for: SELECT id, name FROM users WHERE id = 1;\n"
"-- Code for: INSERT INTO users (id, name) VALUES (2, 'Alice');\n"
"-- Code for: UPDATE users SET name = 'Bob' WHERE id = 2;\n"
"-- Code for: DELETE FROM users WHERE id = 2;"
)

self.expected_extracted_code = [
"CREATE TABLE users (id INT, name TEXT);",
"SELECT id, name FROM users WHERE id = 1;",
"INSERT INTO users (id, name) VALUES (2, 'Alice');",
"UPDATE users SET name = 'Bob' WHERE id = 2;",
"DELETE FROM users WHERE id = 2;",
]

def test_is_valid(self) -> None:
"""Test the validity of SQL code."""
# Valid SQL code should return True
self.assertTrue(SQLSegmenter("SELECT * FROM test").is_valid())
# Invalid code (non-SQL text) should return False
self.assertFalse(SQLSegmenter("random text").is_valid())

def test_extract_functions_classes(self) -> None:
"""Test extracting SQL statements from code."""
segmenter = SQLSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
# Verify the extracted code matches expected SQL statements
self.assertEqual(extracted_code, self.expected_extracted_code)

def test_simplify_code(self) -> None:
"""Test simplifying SQL code into commented descriptions."""
segmenter = SQLSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

0 comments on commit 26bdf40

Please sign in to comment.