Files
langchain/libs/cli/langchain_cli/namespaces/integration.py

219 lines
7.0 KiB
Python

"""
Develop integration packages for LangChain.
"""
import re
import shutil
import subprocess
from pathlib import Path
from typing import Dict, Optional, cast
import typer
from typing_extensions import Annotated, TypedDict
from langchain_cli.utils.find_replace import replace_file, replace_glob
integration_cli = typer.Typer(no_args_is_help=True, add_completion=False)
class Replacements(TypedDict):
__package_name__: str
__module_name__: str
__ModuleName__: str
__MODULE_NAME__: str
__package_name_short__: str
__package_name_short_snake__: str
def _process_name(name: str, *, community: bool = False) -> Replacements:
preprocessed = name.replace("_", "-").lower()
if preprocessed.startswith("langchain-"):
preprocessed = preprocessed[len("langchain-") :]
if not re.match(r"^[a-z][a-z0-9-]*$", preprocessed):
raise ValueError(
"Name should only contain lowercase letters (a-z), numbers, and hyphens"
", and start with a letter."
)
if preprocessed.endswith("-"):
raise ValueError("Name should not end with `-`.")
if preprocessed.find("--") != -1:
raise ValueError("Name should not contain consecutive hyphens.")
replacements: Replacements = {
"__package_name__": f"langchain-{preprocessed}",
"__module_name__": "langchain_" + preprocessed.replace("-", "_"),
"__ModuleName__": preprocessed.title().replace("-", ""),
"__MODULE_NAME__": preprocessed.upper().replace("-", ""),
"__package_name_short__": preprocessed,
"__package_name_short_snake__": preprocessed.replace("-", "_"),
}
if community:
replacements["__module_name__"] = preprocessed.replace("-", "_")
return replacements
@integration_cli.command()
def new(
name: Annotated[
str,
typer.Option(
help="The name of the integration to create (e.g. `my-integration`)",
prompt="The name of the integration to create (e.g. `my-integration`)",
),
],
name_class: Annotated[
Optional[str],
typer.Option(
help="The name of the integration in PascalCase. e.g. `MyIntegration`."
" This is used to name classes like `MyIntegrationVectorStore`"
),
] = None,
):
"""
Creates a new integration package.
"""
try:
replacements = _process_name(name)
except ValueError as e:
typer.echo(e)
raise typer.Exit(code=1)
if name_class:
if not re.match(r"^[A-Z][a-zA-Z0-9]*$", name_class):
typer.echo(
"Name should only contain letters (a-z, A-Z), numbers, and underscores"
", and start with a capital letter."
)
raise typer.Exit(code=1)
replacements["__ModuleName__"] = name_class
else:
replacements["__ModuleName__"] = typer.prompt(
"Name of integration in PascalCase", default=replacements["__ModuleName__"]
)
destination_dir = Path.cwd() / replacements["__package_name__"]
if destination_dir.exists():
typer.echo(f"Folder {destination_dir} exists.")
raise typer.Exit(code=1)
# copy over template from ../integration_template
project_template_dir = Path(__file__).parents[1] / "integration_template"
shutil.copytree(project_template_dir, destination_dir, dirs_exist_ok=False)
# folder movement
package_dir = destination_dir / replacements["__module_name__"]
shutil.move(destination_dir / "integration_template", package_dir)
# replacements in files
replace_glob(destination_dir, "**/*", cast(Dict[str, str], replacements))
# poetry install
subprocess.run(
["poetry", "install", "--with", "lint,test,typing,test_integration"],
cwd=destination_dir,
)
TEMPLATE_MAP: dict[str, str] = {
"ChatModel": "chat.ipynb",
"DocumentLoader": "document_loaders.ipynb",
"Tool": "tools.ipynb",
"VectorStore": "vectorstores.ipynb",
"Embeddings": "text_embedding.ipynb",
"ByteStore": "kv_store.ipynb",
"LLM": "llms.ipynb",
"Provider": "provider.ipynb",
"Toolkit": "toolkits.ipynb",
"Retriever": "retrievers.ipynb",
}
_component_types_str = ", ".join(f"`{k}`" for k in TEMPLATE_MAP.keys())
@integration_cli.command()
def create_doc(
name: Annotated[
str,
typer.Option(
help=(
"The kebab-case name of the integration (e.g. `openai`, "
"`google-vertexai`). Do not include a 'langchain-' prefix."
),
prompt=(
"The kebab-case name of the integration (e.g. `openai`, "
"`google-vertexai`). Do not include a 'langchain-' prefix."
),
),
],
name_class: Annotated[
Optional[str],
typer.Option(
help=(
"The PascalCase name of the integration (e.g. `OpenAI`, "
"`VertexAI`). Do not include a 'Chat', 'VectorStore', etc. "
"prefix/suffix."
),
),
] = None,
component_type: Annotated[
str,
typer.Option(
help=(
f"The type of component. Currently supported: {_component_types_str}."
),
),
] = "ChatModel",
destination_dir: Annotated[
str,
typer.Option(
help="The relative path to the docs directory to place the new file in.",
prompt="The relative path to the docs directory to place the new file in.",
),
] = "docs/docs/integrations/chat/",
):
"""
Creates a new integration doc.
"""
try:
replacements = _process_name(name, community=component_type == "Tool")
except ValueError as e:
typer.echo(e)
raise typer.Exit(code=1)
if name_class:
if not re.match(r"^[A-Z][a-zA-Z0-9]*$", name_class):
typer.echo(
"Name should only contain letters (a-z, A-Z), numbers, and underscores"
", and start with a capital letter."
)
raise typer.Exit(code=1)
replacements["__ModuleName__"] = name_class
else:
replacements["__ModuleName__"] = typer.prompt(
(
"The PascalCase name of the integration (e.g. `OpenAI`, `VertexAI`). "
"Do not include a 'Chat', 'VectorStore', etc. prefix/suffix."
),
default=replacements["__ModuleName__"],
)
destination_path = (
Path.cwd()
/ destination_dir
/ (replacements["__package_name_short_snake__"] + ".ipynb")
)
# copy over template from ../integration_template
template_dir = Path(__file__).parents[1] / "integration_template" / "docs"
if component_type in TEMPLATE_MAP:
docs_template = template_dir / TEMPLATE_MAP[component_type]
else:
raise ValueError(
f"Unrecognized {component_type=}. Expected one of {_component_types_str}."
)
shutil.copy(docs_template, destination_path)
# replacements in file
replace_file(destination_path, cast(Dict[str, str], replacements))