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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)
@app_cli.command()
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://[email protected]/efriis/simple-pirate.git\n\n"
)
@app_cli.command()
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://[email protected]/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))
@app_cli.command()
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.")
@app_cli.command()
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
)
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