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Code Issues Packages Projects Releases Wiki Activity

Framework for supporting more languages in LanguageParser (#13318)

Browse Source 
## Description

I am submitting this for a school project as part of a team of 5. Other
team members are @LeilaChr, @maazh10, @Megabear137, @jelalalamy. This PR
also has contributions from community members @Harrolee and @Mario928.

Initial context is in the issue we opened (#11229).

This pull request adds:

- Generic framework for expanding the languages that `LanguageParser`
can handle, using the
[tree-sitter](https://github.com/tree-sitter/py-tree-sitter#py-tree-sitter)
parsing library and existing language-specific parsers written for it
- Support for the following additional languages in `LanguageParser`:
  - C
  - C++
  - C#
  - Go
- Java (contributed by @Mario928
https://github.com/ThatsJustCheesy/langchain/pull/2)
  - Kotlin
  - Lua
  - Perl
  - Ruby
  - Rust
  - Scala
- TypeScript (contributed by @Harrolee
https://github.com/ThatsJustCheesy/langchain/pull/1)

Here is the [design
document](https://docs.google.com/document/d/17dB14cKCWAaiTeSeBtxHpoVPGKrsPye8W0o_WClz2kk)
if curious, but no need to read it.

## Issues

- Closes #11229
- Closes #10996
- Closes #8405

## Dependencies

`tree_sitter` and `tree_sitter_languages` on PyPI. We have tried to add
these as optional dependencies.

## Documentation

We have updated the list of supported languages, and also added a
section to `source_code.ipynb` detailing how to add support for
additional languages using our framework.

## Maintainer

- @hwchase17 (previously reviewed
https://github.com/langchain-ai/langchain/pull/6486)

Thanks!!

## Git commits

We will gladly squash any/all of our commits (esp merge commits) if
necessary. Let us know if this is desirable, or if you will be
squash-merging anyway.

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Replace this entire comment with:
  - **Description:** a description of the change, 
  - **Issue:** the issue # it fixes (if applicable),
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Please make sure your PR is passing linting and testing before
submitting. Run `make format`, `make lint` and `make test` to check this
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See contribution guidelines for more information on how to write/run
tests, lint, etc:

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If you're adding a new integration, please include:
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network access,
2. an example notebook showing its use. It lives in `docs/extras`
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---------

Co-authored-by: Maaz Hashmi <mhashmi373@gmail.com>
Co-authored-by: LeilaChr <87657694+LeilaChr@users.noreply.github.com>
Co-authored-by: Jeremy La <jeremylai511@gmail.com>
Co-authored-by: Megabear137 <zubair.alnoor27@gmail.com>
Co-authored-by: Lee Harrold <lhharrold@sep.com>
Co-authored-by: Mario928 <88029051+Mario928@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>
Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
This commit is contained in:
Ian Gregory
2024-02-13 11:45:49 -05:00
committed by GitHub
parent 729c6d6827
commit e5472b5eb8
29 changed files with 1464 additions and 13 deletions
Download Patch File Download Diff File Expand all files Collapse all files

36
libs/community/langchain_community/document_loaders/parsers/language/c.py Normal file
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@@ -0,0 +1,36 @@
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 = """
[
(struct_specifier
body: (field_declaration_list)) @struct
(enum_specifier
body: (enumerator_list)) @enum
(union_specifier
body: (field_declaration_list)) @union
(function_definition) @function
]
""".strip()
class CSegmenter(TreeSitterSegmenter):
"""Code segmenter for C."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("c")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

36
libs/community/langchain_community/document_loaders/parsers/language/cpp.py Normal file
View File

@@ -0,0 +1,36 @@
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 = """
[
(class_specifier
body: (field_declaration_list)) @class
(struct_specifier
body: (field_declaration_list)) @struct
(union_specifier
body: (field_declaration_list)) @union
(function_definition) @function
]
""".strip()
class CPPSegmenter(TreeSitterSegmenter):
"""Code segmenter for C++."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("cpp")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

36
libs/community/langchain_community/document_loaders/parsers/language/csharp.py Normal file
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@@ -0,0 +1,36 @@
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 = """
[
(namespace_declaration) @namespace
(class_declaration) @class
(method_declaration) @method
(interface_declaration) @interface
(enum_declaration) @enum
(struct_declaration) @struct
(record_declaration) @record
]
""".strip()
class CSharpSegmenter(TreeSitterSegmenter):
"""Code segmenter for C#."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("c_sharp")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

31
libs/community/langchain_community/document_loaders/parsers/language/go.py Normal file
View File

@@ -0,0 +1,31 @@
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 = """
[
(function_declaration) @function
(type_declaration) @type
]
""".strip()
class GoSegmenter(TreeSitterSegmenter):
"""Code segmenter for Go."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("go")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

32
libs/community/langchain_community/document_loaders/parsers/language/java.py Normal file
View File

@@ -0,0 +1,32 @@
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 = """
[
(class_declaration) @class
(interface_declaration) @interface
(enum_declaration) @enum
]
""".strip()
class JavaSegmenter(TreeSitterSegmenter):
"""Code segmenter for Java."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("java")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

31
libs/community/langchain_community/document_loaders/parsers/language/kotlin.py Normal file
View File

@@ -0,0 +1,31 @@
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 = """
[
(function_declaration) @function
(class_declaration) @class
]
""".strip()
class KotlinSegmenter(TreeSitterSegmenter):
"""Code segmenter for Kotlin."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("kotlin")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

67
libs/community/langchain_community/document_loaders/parsers/language/language_parser.py
View File

@@ -6,28 +6,66 @@ from langchain_core.documents import Document
from langchain_community.document_loaders.base import BaseBlobParser
from langchain_community.document_loaders.blob_loaders import Blob
from langchain_community.document_loaders.parsers.language.c import CSegmenter
from langchain_community.document_loaders.parsers.language.cobol import CobolSegmenter
from langchain_community.document_loaders.parsers.language.cpp import CPPSegmenter
from langchain_community.document_loaders.parsers.language.csharp import CSharpSegmenter
from langchain_community.document_loaders.parsers.language.go import GoSegmenter
from langchain_community.document_loaders.parsers.language.java import JavaSegmenter
from langchain_community.document_loaders.parsers.language.javascript import (
JavaScriptSegmenter,
)
from langchain_community.document_loaders.parsers.language.kotlin import KotlinSegmenter
from langchain_community.document_loaders.parsers.language.lua import LuaSegmenter
from langchain_community.document_loaders.parsers.language.perl import PerlSegmenter
from langchain_community.document_loaders.parsers.language.python import PythonSegmenter
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.typescript import (
TypeScriptSegmenter,
)
if TYPE_CHECKING:
from langchain.text_splitter import Language
from langchain.langchain.text_splitter import Language
try:
from langchain.text_splitter import Language
from langchain.langchain.text_splitter import Language
LANGUAGE_EXTENSIONS: Dict[str, str] = {
"py": Language.PYTHON,
"js": Language.JS,
"cobol": Language.COBOL,
"c": Language.C,
"cpp": Language.CPP,
"cs": Language.CSHARP,
"rb": Language.RUBY,
"scala": Language.SCALA,
"rs": Language.RUST,
"go": Language.GO,
"kt": Language.KOTLIN,
"lua": Language.LUA,
"pl": Language.PERL,
"ts": Language.TS,
"java": Language.JAVA,
}
LANGUAGE_SEGMENTERS: Dict[str, Any] = {
Language.PYTHON: PythonSegmenter,
Language.JS: JavaScriptSegmenter,
Language.COBOL: CobolSegmenter,
Language.C: CSegmenter,
Language.CPP: CPPSegmenter,
Language.CSHARP: CSharpSegmenter,
Language.RUBY: RubySegmenter,
Language.RUST: RustSegmenter,
Language.SCALA: ScalaSegmenter,
Language.GO: GoSegmenter,
Language.KOTLIN: KotlinSegmenter,
Language.LUA: LuaSegmenter,
Language.PERL: PerlSegmenter,
Language.TS: TypeScriptSegmenter,
Language.JAVA: JavaSegmenter,
}
except ImportError:
LANGUAGE_EXTENSIONS = {}
@@ -43,11 +81,34 @@ class LanguageParser(BaseBlobParser):
This approach can potentially improve the accuracy of QA models over source code.
Currently, the supported languages for code parsing are Python and JavaScript.
The supported languages for code parsing are:
- C (*)
- C++ (*)
- C# (*)
- COBOL
- Go (*)
- Java (*)
- JavaScript (requires package `esprima`)
- Kotlin (*)
- Lua (*)
- Perl (*)
- Python
- Ruby (*)
- Rust (*)
- Scala (*)
- TypeScript (*)
Items marked with (*) require the packages `tree_sitter` and
`tree_sitter_languages`. It is straightforward to add support for additional
languages using `tree_sitter`, although this currently requires modifying LangChain.
The language used for parsing can be configured, along with the minimum number of
lines required to activate the splitting based on syntax.
If a language is not explicitly specified, `LanguageParser` will infer one from
filename extensions, if present.
Examples:
.. code-block:: python

33
libs/community/langchain_community/document_loaders/parsers/language/lua.py Normal file
View File

@@ -0,0 +1,33 @@
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 = """
[
(function_definition_statement
name: (identifier)) @function
(local_function_definition_statement
name: (identifier)) @function
]
""".strip()
class LuaSegmenter(TreeSitterSegmenter):
"""Code segmenter for Lua."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("lua")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"-- {text}"

30
libs/community/langchain_community/document_loaders/parsers/language/perl.py Normal file
View File

@@ -0,0 +1,30 @@
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 = """
[
(function_definition) @subroutine
]
""".strip()
class PerlSegmenter(TreeSitterSegmenter):
"""Code segmenter for Perl."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("perl")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"# {text}"

32
libs/community/langchain_community/document_loaders/parsers/language/ruby.py Normal file
View File

@@ -0,0 +1,32 @@
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 = """
[
(method) @method
(module) @module
(class) @class
]
""".strip()
class RubySegmenter(TreeSitterSegmenter):
"""Code segmenter for Ruby."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("ruby")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"# {text}"

34
libs/community/langchain_community/document_loaders/parsers/language/rust.py Normal file
View File

@@ -0,0 +1,34 @@
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 = """
[
(function_item
name: (identifier)
body: (block)) @function
(struct_item) @struct
(trait_item) @trait
]
""".strip()
class RustSegmenter(TreeSitterSegmenter):
"""Code segmenter for Rust."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("rust")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

33
libs/community/langchain_community/document_loaders/parsers/language/scala.py Normal file
View File

@@ -0,0 +1,33 @@
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 = """
[
(class_definition) @class
(function_definition) @function
(object_definition) @object
(trait_definition) @trait
]
""".strip()
class ScalaSegmenter(TreeSitterSegmenter):
"""Code segmenter for Scala."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("scala")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

108
libs/community/langchain_community/document_loaders/parsers/language/tree_sitter_segmenter.py Normal file
View File

@@ -0,0 +1,108 @@
from abc import abstractmethod
from typing import TYPE_CHECKING, List
from langchain_community.document_loaders.parsers.language.code_segmenter import (
CodeSegmenter,
)
if TYPE_CHECKING:
from tree_sitter import Language, Parser
class TreeSitterSegmenter(CodeSegmenter):
"""Abstract class for `CodeSegmenter`s that use the tree-sitter library."""
def __init__(self, code: str):
super().__init__(code)
self.source_lines = self.code.splitlines()
try:
import tree_sitter # noqa: F401
import tree_sitter_languages # noqa: F401
except ImportError:
raise ImportError(
"Could not import tree_sitter/tree_sitter_languages Python packages. "
"Please install them with "
"`pip install tree-sitter tree-sitter-languages`."
)
def is_valid(self) -> bool:
language = self.get_language()
error_query = language.query("(ERROR) @error")
parser = self.get_parser()
tree = parser.parse(bytes(self.code, encoding="UTF-8"))
return len(error_query.captures(tree.root_node)) == 0
def extract_functions_classes(self) -> List[str]:
language = self.get_language()
query = language.query(self.get_chunk_query())
parser = self.get_parser()
tree = parser.parse(bytes(self.code, encoding="UTF-8"))
captures = query.captures(tree.root_node)
processed_lines = set()
chunks = []
for node, name in captures:
start_line = node.start_point[0]
end_line = node.end_point[0]
lines = list(range(start_line, end_line + 1))
if any(line in processed_lines for line in lines):
continue
processed_lines.update(lines)
chunk_text = node.text.decode("UTF-8")
chunks.append(chunk_text)
return chunks
def simplify_code(self) -> str:
language = self.get_language()
query = language.query(self.get_chunk_query())
parser = self.get_parser()
tree = parser.parse(bytes(self.code, encoding="UTF-8"))
processed_lines = set()
simplified_lines = self.source_lines[:]
for node, name in query.captures(tree.root_node):
start_line = node.start_point[0]
end_line = node.end_point[0]
lines = list(range(start_line, end_line + 1))
if any(line in processed_lines for line in lines):
continue
simplified_lines[start_line] = self.make_line_comment(
f"Code for: {self.source_lines[start_line]}"
)
for line_num in range(start_line + 1, end_line + 1):
simplified_lines[line_num] = None # type: ignore
processed_lines.update(lines)
return "\n".join(line for line in simplified_lines if line is not None)
def get_parser(self) -> "Parser":
from tree_sitter import Parser
parser = Parser()
parser.set_language(self.get_language())
return parser
@abstractmethod
def get_language(self) -> "Language":
raise NotImplementedError() # pragma: no cover
@abstractmethod
def get_chunk_query(self) -> str:
raise NotImplementedError() # pragma: no cover
@abstractmethod
def make_line_comment(self, text: str) -> str:
raise NotImplementedError() # pragma: no cover

33
libs/community/langchain_community/document_loaders/parsers/language/typescript.py Normal file
View File

@@ -0,0 +1,33 @@
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 = """
[
(function_declaration) @function
(class_declaration) @class
(interface_declaration) @interface
(enum_declaration) @enum
]
""".strip()
class TypeScriptSegmenter(TreeSitterSegmenter):
"""Code segmenter for TypeScript."""
def get_language(self) -> "Language":
from tree_sitter_languages import get_language
return get_language("typescript")
def get_chunk_query(self) -> str:
return CHUNK_QUERY
def make_line_comment(self, text: str) -> str:
return f"// {text}"

170
libs/community/poetry.lock generated
View File

@@ -1,4 +1,4 @@
# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
[[package]]
name = "aenum"
@@ -3140,6 +3140,7 @@ files = [
{file = "jq-1.6.0-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:227b178b22a7f91ae88525810441791b1ca1fc71c86f03190911793be15cec3d"},
{file = "jq-1.6.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:780eb6383fbae12afa819ef676fc93e1548ae4b076c004a393af26a04b460742"},
{file = "jq-1.6.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:08ded6467f4ef89fec35b2bf310f210f8cd13fbd9d80e521500889edf8d22441"},
{file = "jq-1.6.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:49e44ed677713f4115bd5bf2dbae23baa4cd503be350e12a1c1f506b0687848f"},
{file = "jq-1.6.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:984f33862af285ad3e41e23179ac4795f1701822473e1a26bf87ff023e5a89ea"},
{file = "jq-1.6.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f42264fafc6166efb5611b5d4cb01058887d050a6c19334f6a3f8a13bb369df5"},
{file = "jq-1.6.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a67154f150aaf76cc1294032ed588436eb002097dd4fd1e283824bf753a05080"},
@@ -3650,7 +3651,7 @@ files = [
[[package]]
name = "langchain-core"
version = "0.1.21"
version = "0.1.22"
description = "Building applications with LLMs through composability"
optional = false
python-versions = ">=3.8.1,<4.0"
@@ -5968,7 +5969,6 @@ files = [
{file = "pymongo-4.6.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b8729dbf25eb32ad0dc0b9bd5e6a0d0b7e5c2dc8ec06ad171088e1896b522a74"},
{file = "pymongo-4.6.1-cp312-cp312-win32.whl", hash = "sha256:3177f783ae7e08aaf7b2802e0df4e4b13903520e8380915e6337cdc7a6ff01d8"},
{file = "pymongo-4.6.1-cp312-cp312-win_amd64.whl", hash = "sha256:00c199e1c593e2c8b033136d7a08f0c376452bac8a896c923fcd6f419e07bdd2"},
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]
[package.dependencies]
tree-sitter = "*"
[[package]]
name = "typer"
version = "0.9.0"
@@ -8998,9 +9156,9 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
[extras]
cli = ["typer"]
extended-testing = ["aiosqlite", "aleph-alpha-client", "anthropic", "arxiv", "assemblyai", "atlassian-python-api", "azure-ai-documentintelligence", "beautifulsoup4", "bibtexparser", "cassio", "chardet", "cohere", "databricks-vectorsearch", "datasets", "dgml-utils", "elasticsearch", "esprima", "faiss-cpu", "feedparser", "fireworks-ai", "geopandas", "gitpython", "google-cloud-documentai", "gql", "gradientai", "hdbcli", "hologres-vector", "html2text", "httpx", "javelin-sdk", "jinja2", "jq", "jsonschema", "lxml", "markdownify", "motor", "msal", "mwparserfromhell", "mwxml", "newspaper3k", "numexpr", "nvidia-riva-client", "oci", "openai", "openapi-pydantic", "oracle-ads", "pandas", "pdfminer-six", "pgvector", "praw", "psychicapi", "py-trello", "pymupdf", "pypdf", "pypdfium2", "pyspark", "rank-bm25", "rapidfuzz", "rapidocr-onnxruntime", "rdflib", "requests-toolbelt", "rspace_client", "scikit-learn", "sqlite-vss", "streamlit", "sympy", "telethon", "timescale-vector", "tqdm", "upstash-redis", "xata", "xmltodict", "zhipuai"]
extended-testing = ["aiosqlite", "aleph-alpha-client", "anthropic", "arxiv", "assemblyai", "atlassian-python-api", "azure-ai-documentintelligence", "beautifulsoup4", "bibtexparser", "cassio", "chardet", "cohere", "databricks-vectorsearch", "datasets", "dgml-utils", "elasticsearch", "esprima", "faiss-cpu", "feedparser", "fireworks-ai", "geopandas", "gitpython", "google-cloud-documentai", "gql", "gradientai", "hdbcli", "hologres-vector", "html2text", "httpx", "javelin-sdk", "jinja2", "jq", "jsonschema", "lxml", "markdownify", "motor", "msal", "mwparserfromhell", "mwxml", "newspaper3k", "numexpr", "nvidia-riva-client", "oci", "openai", "openapi-pydantic", "oracle-ads", "pandas", "pdfminer-six", "pgvector", "praw", "psychicapi", "py-trello", "pymupdf", "pypdf", "pypdfium2", "pyspark", "rank-bm25", "rapidfuzz", "rapidocr-onnxruntime", "rdflib", "requests-toolbelt", "rspace_client", "scikit-learn", "sqlite-vss", "streamlit", "sympy", "telethon", "timescale-vector", "tqdm", "tree-sitter", "tree-sitter-languages", "upstash-redis", "xata", "xmltodict", "zhipuai"]
[metadata]
lock-version = "2.0"
python-versions = ">=3.8.1,<4.0"
content-hash = "fe633ab7d246239420a26bebf8bcf857edcf0778f75b3eb2a4b1314cb13645c8"
content-hash = "e98000541a4991b1d41c9e995a4153ca24745e880afe75af6516574e3fb8b4a2"

5
libs/community/pyproject.toml
View File

@@ -83,6 +83,8 @@ msal = {version = "^1.25.0", optional = true}
databricks-vectorsearch = {version = "^0.21", optional = true}
dgml-utils = {version = "^0.3.0", optional = true}
datasets = {version = "^2.15.0", optional = true}
tree-sitter = {version = "^0.20.2", optional = true}
tree-sitter-languages = {version = "^1.8.0", optional = true}
azure-ai-documentintelligence = {version = "^1.0.0b1", optional = true}
oracle-ads = {version = "^2.9.1", optional = true}
zhipuai = {version = "^1.0.7", optional = true}
@@ -177,7 +179,6 @@ setuptools = "^67.6.1"
langchain-core = {path = "../core", develop = true}
[tool.poetry.extras]
cli = ["typer"]
# An extra used to be able to add extended testing.
@@ -249,6 +250,8 @@ extended_testing = [
"databricks-vectorsearch",
"dgml-utils",
"cohere",
"tree-sitter",
"tree-sitter-languages",
"azure-ai-documentintelligence",
"oracle-ads",
"zhipuai",

53
libs/community/tests/unit_tests/document_loaders/parsers/language/test_c.py Normal file
View File

@@ -0,0 +1,53 @@
import unittest
import pytest
from langchain_community.document_loaders.parsers.language.c import CSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestCSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """int main() {
return 0;
}
struct S {
};
union U {
};
enum Evens {
Two = 2,
Four = 4
};"""
self.expected_simplified_code = """// Code for: int main() {
// Code for: struct S {
// Code for: union U {
// Code for: enum Evens {"""
self.expected_extracted_code = [
"int main() {\n return 0;\n}",
"struct S {\n}",
"union U {\n}",
"enum Evens {\n Two = 2,\n Four = 4\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(CSegmenter("int a;").is_valid())
self.assertFalse(CSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = CSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = CSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

63
libs/community/tests/unit_tests/document_loaders/parsers/language/test_cpp.py Normal file
View File

@@ -0,0 +1,63 @@
import unittest
import pytest
from langchain_community.document_loaders.parsers.language.cpp import CPPSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestCPPSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """int foo() {
return 1;
}
class T {
auto bar() const -> int;
template<class U>
void baz(U) {
}
};
struct S {
};
union U {
};
auto T::bar() const -> int {
return 1;
}"""
self.expected_simplified_code = """// Code for: int foo() {
// Code for: class T {
// Code for: struct S {
// Code for: union U {
// Code for: auto T::bar() const -> int {"""
self.expected_extracted_code = [
"int foo() {\n return 1;\n}",
"class T {\n auto bar() const -> int;\n "
"template<class U>\n void baz(U) {\n }\n}",
"struct S {\n}",
"union U {\n}",
"auto T::bar() const -> int {\n return 1;\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(CPPSegmenter("int a;").is_valid())
self.assertFalse(CPPSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = CPPSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = CPPSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

78
libs/community/tests/unit_tests/document_loaders/parsers/language/test_csharp.py Normal file
View File

@@ -0,0 +1,78 @@
import unittest
import pytest
from langchain_community.document_loaders.parsers.language.csharp import CSharpSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestCSharpSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """namespace World
{
}
class Hello
{
static void Main(string []args)
{
System.Console.WriteLine("Hello, world.");
}
}
interface Human
{
void breathe();
}
enum Tens
{
Ten = 10,
Twenty = 20
}
struct T
{
}
record Person(string FirstName, string LastName, string Id)
{
internal string Id { get; init; } = Id;
}"""
self.expected_simplified_code = """// Code for: namespace World
// Code for: class Hello
// Code for: interface Human
// Code for: enum Tens
// Code for: struct T
// Code for: record Person(string FirstName, string LastName, string Id)"""
self.expected_extracted_code = [
"namespace World\n{\n}",
"class Hello\n{\n static void Main(string []args)\n {\n "
'System.Console.WriteLine("Hello, world.");\n }\n}',
"interface Human\n{\n void breathe();\n}",
"enum Tens\n{\n Ten = 10,\n Twenty = 20\n}",
"struct T\n{\n}",
"record Person(string FirstName, string LastName, string Id)\n{\n "
"internal string Id { get; init; } = Id;\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(CSharpSegmenter("int a;").is_valid())
self.assertFalse(CSharpSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = CSharpSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = CSharpSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

50
libs/community/tests/unit_tests/document_loaders/parsers/language/test_go.py Normal file
View File

@@ -0,0 +1,50 @@
import unittest
import pytest
from langchain_community.document_loaders.parsers.language.go import GoSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestGoSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """func foo(a int) int {
return a;
}
type T struct {
a int
b bool
c string
}
type S interface {
bar() float64
}
"""
self.expected_simplified_code = """// Code for: func foo(a int) int {
// Code for: type T struct {
// Code for: type S interface {"""
self.expected_extracted_code = [
"func foo(a int) int {\n return a;\n}",
"type T struct {\n a int\n b bool\n c string\n}",
"type S interface {\n bar() float64\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(GoSegmenter("var a int;").is_valid())
self.assertFalse(GoSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = GoSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = GoSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.java import JavaSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestJavaSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """class Hello
{
public static void main(String[] args)
{
System.out.println("Hello, world.");
}
}
interface Human
{
void breathe();
}
enum Tens
{
TEN,
TWENTY
}
"""
self.expected_simplified_code = """// Code for: class Hello
// Code for: interface Human
// Code for: enum Tens"""
self.expected_extracted_code = [
"class Hello\n{\n "
"public static void main(String[] args)\n {\n "
'System.out.println("Hello, world.");\n }\n}',
"interface Human\n{\n void breathe();\n}",
"enum Tens\n{\n TEN,\n TWENTY\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(JavaSegmenter("int a;").is_valid())
self.assertFalse(JavaSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = JavaSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = JavaSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_kotlin.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.kotlin import KotlinSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestKotlinSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """fun foo(a: Int): Int {
return a
}
class T {
var a: Int = 0
var b: Boolean = false
var c: String = ""
}
interface S {
fun bar(): Double
}
enum class P {
A,
B,
C
}
"""
self.expected_simplified_code = """// Code for: fun foo(a: Int): Int {
// Code for: class T {
// Code for: interface S {
// Code for: enum class P {"""
self.expected_extracted_code = [
"fun foo(a: Int): Int {\n return a\n}",
"class T {\n var a: Int = 0\n var b: Boolean = false\n "
'var c: String = ""\n}',
"interface S {\n fun bar(): Double\n}",
"enum class P {\n A,\n B,\n C\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(KotlinSegmenter("val a: Int = 5").is_valid())
self.assertFalse(KotlinSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = KotlinSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = KotlinSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_lua.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.lua import LuaSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestLuaSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """function F()
print("Hello")
end
local function G()
print("Goodbye")
end"""
self.expected_simplified_code = """-- Code for: function F()
-- Code for: local function G()"""
self.expected_extracted_code = [
'function F()\n print("Hello")\nend',
'local function G()\n print("Goodbye")\nend',
]
def test_is_valid(self) -> None:
self.assertTrue(LuaSegmenter("local a").is_valid())
self.assertFalse(LuaSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = LuaSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = LuaSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_perl.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.perl import PerlSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestPerlSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """sub Hello {
print "Hello, World!";
}
sub new {
my $class = shift;
my $self = {};
bless $self, $class;
return $self;
}"""
self.expected_simplified_code = """# Code for: sub Hello {
# Code for: sub new {"""
self.expected_extracted_code = [
'sub Hello {\n print "Hello, World!";\n}',
"sub new {\n my $class = shift;\n my $self = {};\n "
"bless $self, $class;\n return $self;\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(PerlSegmenter("$age = 25;").is_valid())
self.assertFalse(PerlSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = PerlSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = PerlSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_ruby.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.ruby import RubySegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestRubySegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """def foo
i = 0
end
module M
def hi
i = 2
end
end
class T
def bar
j = 1
end
end"""
self.expected_simplified_code = """# Code for: def foo
# Code for: module M
# Code for: class T"""
self.expected_extracted_code = [
"def foo\n i = 0\nend",
"module M\n def hi\n i = 2\n end\nend",
"class T\n def bar\n j = 1\n end\nend",
]
def test_is_valid(self) -> None:
self.assertTrue(RubySegmenter("def a; end").is_valid())
self.assertFalse(RubySegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = RubySegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = RubySegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_rust.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.rust import RustSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestRustSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """fn foo() -> i32 {
return 1;
}
struct T {
a: i32,
b: bool,
c: String
}
trait S {
fn bar() -> Self
}
"""
self.expected_simplified_code = """// Code for: fn foo() -> i32 {
// Code for: struct T {
// Code for: trait S {"""
self.expected_extracted_code = [
"fn foo() -> i32 {\n return 1;\n}",
"struct T {\n a: i32,\n b: bool,\n c: String\n}",
"trait S {\n fn bar() -> Self\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(RustSegmenter("let a: i32;").is_valid())
self.assertFalse(RustSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = RustSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = RustSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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libs/community/tests/unit_tests/document_loaders/parsers/language/test_scala.py Normal file
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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.scala import ScalaSegmenter
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestScalaSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """def foo() {
return 1
}
object T {
def baz() {
val x = 1
}
}
class S() {
}
trait T {
def P(x: Any): Boolean
}"""
self.expected_simplified_code = """// Code for: def foo() {
// Code for: object T {
// Code for: class S() {
// Code for: trait T {"""
self.expected_extracted_code = [
"def foo() {\n return 1\n}",
"object T {\n def baz() {\n val x = 1\n }\n}",
"class S() {\n\n}",
"trait T {\n def P(x: Any): Boolean\n}",
]
def test_is_valid(self) -> None:
self.assertFalse(ScalaSegmenter("val x").is_valid())
self.assertFalse(ScalaSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = ScalaSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = ScalaSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)

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import unittest
import pytest
from langchain_community.document_loaders.parsers.language.typescript import (
TypeScriptSegmenter,
)
@pytest.mark.requires("tree_sitter", "tree_sitter_languages")
class TestTypeScriptSegmenter(unittest.TestCase):
def setUp(self) -> None:
self.example_code = """function foo(): number
{
return 1;
}
class Autumn
{
leafCount = 45;
reduceTemperature(desiredTemperature: number): number {
return desiredTemperature * 0.6;
}
}
interface Season
{
change(): void;
}
enum Colors
{
Green = 'green',
Red = 'red',
}
"""
self.expected_simplified_code = """// Code for: function foo(): number
// Code for: class Autumn
// Code for: interface Season
// Code for: enum Colors"""
self.expected_extracted_code = [
"function foo(): number\n{\n return 1;\n}",
"class Autumn\n{\n leafCount = 45;\n "
"reduceTemperature(desiredTemperature: number): number {\n "
"return desiredTemperature * 0.6;\n }\n}",
"interface Season\n{\n change(): void;\n}",
"enum Colors\n{\n Green = 'green',\n Red = 'red',\n}",
]
def test_is_valid(self) -> None:
self.assertTrue(TypeScriptSegmenter("let a;").is_valid())
self.assertFalse(TypeScriptSegmenter("a b c 1 2 3").is_valid())
def test_extract_functions_classes(self) -> None:
segmenter = TypeScriptSegmenter(self.example_code)
extracted_code = segmenter.extract_functions_classes()
self.assertEqual(extracted_code, self.expected_extracted_code)
def test_simplify_code(self) -> None:
segmenter = TypeScriptSegmenter(self.example_code)
simplified_code = segmenter.simplify_code()
self.assertEqual(simplified_code, self.expected_simplified_code)