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| """ | |
| Manage LangChain apps | |
| """ | |
| import shutil | |
| import subprocess | |
| import sys | |
| from pathlib import Path | |
| from typing import Dict, List, Optional, Tuple | |
| import typer | |
| from typing_extensions import Annotated | |
| from langchain_cli.utils.events import create_events | |
| from langchain_cli.utils.git import ( | |
| DependencySource, | |
| copy_repo, | |
| parse_dependencies, | |
| update_repo, | |
| ) | |
| from langchain_cli.utils.packages import ( | |
| LangServeExport, | |
| get_langserve_export, | |
| get_package_root, | |
| ) | |
| from langchain_cli.utils.pyproject import ( | |
| add_dependencies_to_pyproject_toml, | |
| remove_dependencies_from_pyproject_toml, | |
| ) | |
| REPO_DIR = Path(typer.get_app_dir("langchain")) / "git_repos" | |
| app_cli = typer.Typer(no_args_is_help=True, add_completion=False) | |
| def new( | |
| name: Annotated[ | |
| Optional[str], | |
| typer.Argument( | |
| help="The name of the folder to create", | |
| ), | |
| ] = None, | |
| *, | |
| package: Annotated[ | |
| Optional[List[str]], | |
| typer.Option(help="Packages to seed the project with"), | |
| ] = None, | |
| pip: Annotated[ | |
| Optional[bool], | |
| typer.Option( | |
| "--pip/--no-pip", | |
| help="Pip install the template(s) as editable dependencies", | |
| is_flag=True, | |
| ), | |
| ] = None, | |
| noninteractive: Annotated[ | |
| bool, | |
| typer.Option( | |
| "--non-interactive/--interactive", | |
| help="Don't prompt for any input", | |
| is_flag=True, | |
| ), | |
| ] = False, | |
| ): | |
| """ | |
| Create a new LangServe application. | |
| """ | |
| has_packages = package is not None and len(package) > 0 | |
| if noninteractive: | |
| if name is None: | |
| raise typer.BadParameter("name is required when --non-interactive is set") | |
| name_str = name | |
| pip_bool = bool(pip) # None should be false | |
| else: | |
| name_str = ( | |
| name if name else typer.prompt("What folder would you like to create?") | |
| ) | |
| if not has_packages: | |
| package = [] | |
| package_prompt = "What package would you like to add? (leave blank to skip)" | |
| while True: | |
| package_str = typer.prompt( | |
| package_prompt, default="", show_default=False | |
| ) | |
| if not package_str: | |
| break | |
| package.append(package_str) | |
| package_prompt = ( | |
| f"{len(package)} added. Any more packages (leave blank to end)?" | |
| ) | |
| has_packages = len(package) > 0 | |
| pip_bool = False | |
| if pip is None and has_packages: | |
| pip_bool = typer.confirm( | |
| "Would you like to install these templates into your environment " | |
| "with pip?", | |
| default=False, | |
| ) | |
| # copy over template from ../project_template | |
| project_template_dir = Path(__file__).parents[1] / "project_template" | |
| destination_dir = Path.cwd() / name_str if name_str != "." else Path.cwd() | |
| app_name = name_str if name_str != "." else Path.cwd().name | |
| shutil.copytree(project_template_dir, destination_dir, dirs_exist_ok=name == ".") | |
| readme = destination_dir / "README.md" | |
| readme_contents = readme.read_text() | |
| readme.write_text(readme_contents.replace("__app_name__", app_name)) | |
| pyproject = destination_dir / "pyproject.toml" | |
| pyproject_contents = pyproject.read_text() | |
| pyproject.write_text(pyproject_contents.replace("__app_name__", app_name)) | |
| # add packages if specified | |
| if has_packages: | |
| add(package, project_dir=destination_dir, pip=pip_bool) | |
| typer.echo(f'\n\nSuccess! Created a new LangChain app under "./{app_name}"!\n\n') | |
| typer.echo("Next, enter your new app directory by running:\n") | |
| typer.echo(f" cd ./{app_name}\n") | |
| typer.echo("Then add templates with commands like:\n") | |
| typer.echo(" langchain app add extraction-openai-functions") | |
| typer.echo( | |
| " langchain app add git+ssh://git@github.com/efriis/simple-pirate.git\n\n" | |
| ) | |
| def add( | |
| dependencies: Annotated[ | |
| Optional[List[str]], typer.Argument(help="The dependency to add") | |
| ] = None, | |
| *, | |
| api_path: Annotated[List[str], typer.Option(help="API paths to add")] = [], | |
| project_dir: Annotated[ | |
| Optional[Path], typer.Option(help="The project directory") | |
| ] = None, | |
| repo: Annotated[ | |
| List[str], | |
| typer.Option(help="Install templates from a specific github repo instead"), | |
| ] = [], | |
| branch: Annotated[ | |
| List[str], typer.Option(help="Install templates from a specific branch") | |
| ] = [], | |
| pip: Annotated[ | |
| bool, | |
| typer.Option( | |
| "--pip/--no-pip", | |
| help="Pip install the template(s) as editable dependencies", | |
| is_flag=True, | |
| prompt="Would you like to `pip install -e` the template(s)?", | |
| ), | |
| ], | |
| ): | |
| """ | |
| Adds the specified template to the current LangServe app. | |
| e.g.: | |
| langchain app add extraction-openai-functions | |
| langchain app add git+ssh://git@github.com/efriis/simple-pirate.git | |
| """ | |
| parsed_deps = parse_dependencies(dependencies, repo, branch, api_path) | |
| project_root = get_package_root(project_dir) | |
| package_dir = project_root / "packages" | |
| create_events( | |
| [{"event": "serve add", "properties": dict(parsed_dep=d)} for d in parsed_deps] | |
| ) | |
| # group by repo/ref | |
| grouped: Dict[Tuple[str, Optional[str]], List[DependencySource]] = {} | |
| for dep in parsed_deps: | |
| key_tup = (dep["git"], dep["ref"]) | |
| lst = grouped.get(key_tup, []) | |
| lst.append(dep) | |
| grouped[key_tup] = lst | |
| installed_destination_paths: List[Path] = [] | |
| installed_destination_names: List[str] = [] | |
| installed_exports: List[LangServeExport] = [] | |
| for (git, ref), group_deps in grouped.items(): | |
| if len(group_deps) == 1: | |
| typer.echo(f"Adding {git}@{ref}...") | |
| else: | |
| typer.echo(f"Adding {len(group_deps)} templates from {git}@{ref}") | |
| source_repo_path = update_repo(git, ref, REPO_DIR) | |
| for dep in group_deps: | |
| source_path = ( | |
| source_repo_path / dep["subdirectory"] | |
| if dep["subdirectory"] | |
| else source_repo_path | |
| ) | |
| pyproject_path = source_path / "pyproject.toml" | |
| if not pyproject_path.exists(): | |
| typer.echo(f"Could not find {pyproject_path}") | |
| continue | |
| langserve_export = get_langserve_export(pyproject_path) | |
| # default path to package_name | |
| inner_api_path = dep["api_path"] or langserve_export["package_name"] | |
| destination_path = package_dir / inner_api_path | |
| if destination_path.exists(): | |
| typer.echo( | |
| f"Folder {str(inner_api_path)} already exists. " "Skipping...", | |
| ) | |
| continue | |
| copy_repo(source_path, destination_path) | |
| typer.echo(f" - Downloaded {dep['subdirectory']} to {inner_api_path}") | |
| installed_destination_paths.append(destination_path) | |
| installed_destination_names.append(inner_api_path) | |
| installed_exports.append(langserve_export) | |
| if len(installed_destination_paths) == 0: | |
| typer.echo("No packages installed. Exiting.") | |
| return | |
| try: | |
| add_dependencies_to_pyproject_toml( | |
| project_root / "pyproject.toml", | |
| zip(installed_destination_names, installed_destination_paths), | |
| ) | |
| except Exception: | |
| # Can fail if user modified/removed pyproject.toml | |
| typer.echo("Failed to add dependencies to pyproject.toml, continuing...") | |
| try: | |
| cwd = Path.cwd() | |
| installed_destination_strs = [ | |
| str(p.relative_to(cwd)) for p in installed_destination_paths | |
| ] | |
| except ValueError: | |
| # Can fail if the cwd is not a parent of the package | |
| typer.echo("Failed to print install command, continuing...") | |
| else: | |
| if pip: | |
| cmd = ["pip", "install", "-e"] + installed_destination_strs | |
| cmd_str = " \\\n ".join(installed_destination_strs) | |
| typer.echo(f"Running: pip install -e \\\n {cmd_str}") | |
| subprocess.run(cmd, cwd=cwd) | |
| chain_names = [] | |
| for e in installed_exports: | |
| original_candidate = f'{e["package_name"].replace("-", "_")}_chain' | |
| candidate = original_candidate | |
| i = 2 | |
| while candidate in chain_names: | |
| candidate = original_candidate + "_" + str(i) | |
| i += 1 | |
| chain_names.append(candidate) | |
| api_paths = [ | |
| str(Path("/") / path.relative_to(package_dir)) | |
| for path in installed_destination_paths | |
| ] | |
| imports = [ | |
| f"from {e['module']} import {e['attr']} as {name}" | |
| for e, name in zip(installed_exports, chain_names) | |
| ] | |
| routes = [ | |
| f'add_routes(app, {name}, path="{path}")' | |
| for name, path in zip(chain_names, api_paths) | |
| ] | |
| t = ( | |
| "this template" | |
| if len(chain_names) == 1 | |
| else f"these {len(chain_names)} templates" | |
| ) | |
| lines = ( | |
| ["", f"To use {t}, add the following to your app:\n\n```", ""] | |
| + imports | |
| + [""] | |
| + routes | |
| + ["```"] | |
| ) | |
| typer.echo("\n".join(lines)) | |
| def remove( | |
| api_paths: Annotated[List[str], typer.Argument(help="The API paths to remove")], | |
| *, | |
| project_dir: Annotated[ | |
| Optional[Path], typer.Option(help="The project directory") | |
| ] = None, | |
| ): | |
| """ | |
| Removes the specified package from the current LangServe app. | |
| """ | |
| project_root = get_package_root(project_dir) | |
| project_pyproject = project_root / "pyproject.toml" | |
| package_root = project_root / "packages" | |
| remove_deps: List[str] = [] | |
| for api_path in api_paths: | |
| package_dir = package_root / api_path | |
| if not package_dir.exists(): | |
| typer.echo(f"Package {api_path} does not exist. Skipping...") | |
| continue | |
| try: | |
| pyproject = package_dir / "pyproject.toml" | |
| langserve_export = get_langserve_export(pyproject) | |
| typer.echo(f"Removing {langserve_export['package_name']}...") | |
| shutil.rmtree(package_dir) | |
| remove_deps.append(api_path) | |
| except Exception: | |
| pass | |
| try: | |
| remove_dependencies_from_pyproject_toml(project_pyproject, remove_deps) | |
| except Exception: | |
| # Can fail if user modified/removed pyproject.toml | |
| typer.echo("Failed to remove dependencies from pyproject.toml.") | |
| def serve( | |
| *, | |
| port: Annotated[ | |
| Optional[int], typer.Option(help="The port to run the server on") | |
| ] = None, | |
| host: Annotated[ | |
| Optional[str], typer.Option(help="The host to run the server on") | |
| ] = None, | |
| app: Annotated[ | |
| Optional[str], typer.Option(help="The app to run, e.g. `app.server:app`") | |
| ] = None, | |
| ) -> None: | |
| """ | |
| Starts the LangServe app. | |
| """ | |
| # add current dir as first entry of path | |
| sys.path.append(str(Path.cwd())) | |
| app_str = app if app is not None else "app.server:app" | |
| host_str = host if host is not None else "127.0.0.1" | |
| import uvicorn | |
| uvicorn.run( | |
| app_str, host=host_str, port=port if port is not None else 8000, reload=True | |
| ) | |