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

245 lines
8.0 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-]*$", preprocessed):
raise ValueError(
"Name should only contain lowercase letters (a-z), numbers, and hyphens"
", and start with a letter."
)
if preprocessed.endswith("-"):
raise ValueError("Name should not end with `-`.")
if preprocessed.find("--") != -1:
raise ValueError("Name should not contain consecutive hyphens.")
replacements: Replacements = {
"__package_name__": f"langchain-{preprocessed}",
"__module_name__": "langchain_" + preprocessed.replace("-", "_"),
"__ModuleName__": preprocessed.title().replace("-", ""),
"__MODULE_NAME__": preprocessed.upper().replace("-", ""),
"__package_name_short__": preprocessed,
"__package_name_short_snake__": preprocessed.replace("-", "_"),
}
if community:
replacements["__module_name__"] = preprocessed.replace("-", "_")
return replacements
@integration_cli.command()
def new(
name: Annotated[
str,
typer.Option(
help="The name of the integration to create (e.g. `my-integration`)",
prompt="The name of the integration to create (e.g. `my-integration`)",
),
],
name_class: Annotated[
Optional[str],
typer.Option(
help="The name of the integration in PascalCase. e.g. `MyIntegration`."
" This is used to name classes like `MyIntegrationVectorStore`"
),
] = None,
src: Annotated[
Optional[list[str]],
typer.Option(
help="The name of the single template file to copy."
" e.g. `--src integration_template/chat_models.py "
"--dst my_integration/chat_models.py`. Can be used multiple times.",
),
] = None,
dst: Annotated[
Optional[list[str]],
typer.Option(
help="The relative path to the integration package to place the new file in"
". e.g. `my-integration/my_integration.py`",
),
] = None,
):
"""
Creates a new integration package.
"""
try:
replacements = _process_name(name)
except ValueError as e:
typer.echo(e)
raise typer.Exit(code=1)
if name_class:
if not re.match(r"^[A-Z][a-zA-Z0-9]*$", 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__"]
)
project_template_dir = Path(__file__).parents[1] / "integration_template"
destination_dir = Path.cwd() / replacements["__package_name__"]
if not src and not dst:
if destination_dir.exists():
typer.echo(f"Folder {destination_dir} exists.")
raise typer.Exit(code=1)
# copy over template from ../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,
)
else:
# confirm src and dst are the same length
if not src:
typer.echo("Cannot provide --dst without --src.")
raise typer.Exit(code=1)
src_paths = [project_template_dir / p for p in src]
if dst and len(src) != len(dst):
typer.echo("Number of --src and --dst arguments must match.")
raise typer.Exit(code=1)
if not dst:
# assume we're in a package dir, copy to equivalent path
dst_paths = [destination_dir / p for p in src]
else:
dst_paths = [Path.cwd() / p for p in dst]
dst_paths = [
p / f"{replacements['__package_name_short_snake__']}.ipynb"
if not p.suffix
else p
for p in dst_paths
]
# confirm no duplicate dst_paths
if len(dst_paths) != len(set(dst_paths)):
typer.echo(
"Duplicate destination paths provided or computed - please "
"specify them explicitly with --dst."
)
raise typer.Exit(code=1)
# confirm no files exist at dst_paths
for dst_path in dst_paths:
if dst_path.exists():
typer.echo(f"File {dst_path} exists.")
raise typer.Exit(code=1)
for src_path, dst_path in zip(src_paths, dst_paths):
shutil.copy(src_path, dst_path)
replace_file(dst_path, cast(Dict[str, str], replacements))
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.
"""
if component_type not in TEMPLATE_MAP:
typer.echo(
f"Unrecognized {component_type=}. Expected one of {_component_types_str}."
)
raise typer.Exit(code=1)
new(
name=name,
name_class=name_class,
src=[f"docs/{TEMPLATE_MAP[component_type]}"],
dst=[destination_dir],
)