mirror of
https://github.com/hwchase17/langchain.git
synced 2025-04-29 04:16:02 +00:00
245 lines
8.0 KiB
Python
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],
|
|
)
|