Files
langgraph/libs/cli/langgraph_cli/config.py
T
2025-01-13 10:01:36 -08:00

559 lines
19 KiB
Python

import json
import os
import pathlib
import textwrap
from typing import NamedTuple, Optional, TypedDict, Union
import click
MIN_NODE_VERSION = "20"
MIN_PYTHON_VERSION = "3.11"
class IndexConfig(TypedDict, total=False):
"""Configuration for indexing documents for semantic search in the store."""
dims: int
"""Number of dimensions in the embedding vectors.
Common embedding models have the following dimensions:
- openai:text-embedding-3-large: 3072
- openai:text-embedding-3-small: 1536
- openai:text-embedding-ada-002: 1536
- cohere:embed-english-v3.0: 1024
- cohere:embed-english-light-v3.0: 384
- cohere:embed-multilingual-v3.0: 1024
- cohere:embed-multilingual-light-v3.0: 384
"""
embed: str
"""Optional model (string) to generate embeddings from text or path to model or function.
Examples:
- "openai:text-embedding-3-large"
- "cohere:embed-multilingual-v3.0"
- "src/app.py:embeddings
"""
fields: Optional[list[str]]
"""Fields to extract text from for embedding generation.
Defaults to the root ["$"], which embeds the json object as a whole.
"""
class StoreConfig(TypedDict, total=False):
embed: Optional[IndexConfig]
"""Configuration for vector embeddings in store."""
class SecurityConfig(TypedDict, total=False):
securitySchemes: dict
security: list
# path => {method => security}
paths: dict[str, dict[str, list]]
class AuthConfig(TypedDict, total=False):
path: str
"""Path to the authentication function in a Python file."""
disable_studio_auth: bool
"""Whether to disable auth when connecting from the LangSmith Studio."""
openapi: SecurityConfig
"""The schema to use for updating the openapi spec.
Example:
{
"securitySchemes": {
"OAuth2": {
"type": "oauth2",
"flows": {
"password": {
"tokenUrl": "/token",
"scopes": {
"me": "Read information about the current user",
"items": "Access to create and manage items"
}
}
}
}
},
"security": [
{"OAuth2": ["me"]} # Default security requirement for all endpoints
]
}
"""
class Config(TypedDict, total=False):
python_version: str
node_version: Optional[str]
pip_config_file: Optional[str]
dockerfile_lines: list[str]
dependencies: list[str]
graphs: dict[str, str]
env: Union[dict[str, str], str]
store: Optional[StoreConfig]
auth: Optional[AuthConfig]
def _parse_version(version_str: str) -> tuple[int, int]:
"""Parse a version string into a tuple of (major, minor)."""
try:
major, minor = map(int, version_str.split("-")[0].split("."))
return (major, minor)
except ValueError:
raise click.UsageError(f"Invalid version format: {version_str}") from None
def _parse_node_version(version_str: str) -> int:
"""Parse a Node.js version string into a major version number."""
try:
if "." in version_str:
raise ValueError("Node.js version must be major version only")
return int(version_str)
except ValueError:
raise click.UsageError(
f"Invalid Node.js version format: {version_str}. "
"Use major version only (e.g., '20')."
) from None
def validate_config(config: Config) -> Config:
config = (
{
"node_version": config.get("node_version"),
"dockerfile_lines": config.get("dockerfile_lines", []),
"dependencies": config.get("dependencies", []),
"graphs": config.get("graphs", {}),
"env": config.get("env", {}),
"store": config.get("store"),
"auth": config.get("auth"),
}
if config.get("node_version")
else {
"python_version": config.get("python_version", "3.11"),
"pip_config_file": config.get("pip_config_file"),
"dockerfile_lines": config.get("dockerfile_lines", []),
"dependencies": config.get("dependencies", []),
"graphs": config.get("graphs", {}),
"env": config.get("env", {}),
"store": config.get("store"),
"auth": config.get("auth"),
}
)
if config.get("node_version"):
node_version = config["node_version"]
try:
major = _parse_node_version(node_version)
min_major = _parse_node_version(MIN_NODE_VERSION)
if major < min_major:
raise click.UsageError(
f"Node.js version {node_version} is not supported. "
f"Minimum required version is {MIN_NODE_VERSION}."
)
except ValueError as e:
raise click.UsageError(str(e)) from None
if config.get("python_version"):
pyversion = config["python_version"]
if not pyversion.count(".") == 1 or not all(
part.isdigit() for part in pyversion.split("-")[0].split(".")
):
raise click.UsageError(
f"Invalid Python version format: {pyversion}. "
"Use 'major.minor' format (e.g., '3.11'). "
"Patch version cannot be specified."
)
if _parse_version(pyversion) < _parse_version(MIN_PYTHON_VERSION):
raise click.UsageError(
f"Python version {pyversion} is not supported. "
f"Minimum required version is {MIN_PYTHON_VERSION}."
)
if not config["dependencies"]:
raise click.UsageError(
"No dependencies found in config. "
"Add at least one dependency to 'dependencies' list."
)
if not config["graphs"]:
raise click.UsageError(
"No graphs found in config. "
"Add at least one graph to 'graphs' dictionary."
)
return config
def validate_config_file(config_path: pathlib.Path) -> Config:
with open(config_path) as f:
config = json.load(f)
validated = validate_config(config)
# Enforce the package.json doesn't enforce an
# incompatible Node.js version
if validated.get("node_version"):
package_json_path = config_path.parent / "package.json"
if package_json_path.is_file():
try:
with open(package_json_path) as f:
package_json = json.load(f)
if "engines" in package_json:
engines = package_json["engines"]
if any(engine != "node" for engine in engines.keys()):
raise click.UsageError(
"Only 'node' engine is supported in package.json engines."
f" Got engines: {list(engines.keys())}"
)
if engines:
node_version = engines["node"]
try:
major = _parse_node_version(node_version)
min_major = _parse_node_version(MIN_NODE_VERSION)
if major < min_major:
raise click.UsageError(
f"Node.js version in package.json engines must be >= {MIN_NODE_VERSION} "
f"(major version only), got '{node_version}'. Minor/patch versions "
"(like '20.x.y') are not supported to prevent deployment issues "
"when new Node.js versions are released."
)
except ValueError as e:
raise click.UsageError(str(e)) from None
except json.JSONDecodeError:
raise click.UsageError(
"Invalid package.json found in langgraph "
f"config directory {package_json_path}: file is not valid JSON"
) from None
return validated
class LocalDeps(NamedTuple):
pip_reqs: list[tuple[pathlib.Path, str]]
real_pkgs: dict[pathlib.Path, str]
faux_pkgs: dict[pathlib.Path, tuple[str, str]]
# if . is in dependencies, use it as working_dir
working_dir: Optional[str] = None
def _assemble_local_deps(config_path: pathlib.Path, config: Config) -> LocalDeps:
# ensure reserved package names are not used
reserved = {
"src",
"langgraph-api",
"langgraph_api",
"langgraph",
"langchain-core",
"langchain_core",
"pydantic",
"orjson",
"fastapi",
"uvicorn",
"psycopg",
"httpx",
"langsmith",
}
def check_reserved(name: str, ref: str):
if name in reserved:
raise ValueError(
f"Package name '{name}' used in local dep '{ref}' is reserved. "
"Rename the directory."
)
reserved.add(name)
pip_reqs = []
real_pkgs = {}
faux_pkgs = {}
working_dir = None
for local_dep in config["dependencies"]:
if not local_dep.startswith("."):
continue
resolved = config_path.parent / local_dep
# validate local dependency
if not resolved.exists():
raise FileNotFoundError(f"Could not find local dependency: {resolved}")
elif not resolved.is_dir():
raise NotADirectoryError(
f"Local dependency must be a directory: {resolved}"
)
elif not resolved.is_relative_to(config_path.parent):
raise ValueError(
f"Local dependency '{resolved}' must be a subdirectory of '{config_path.parent}'"
)
# if it's installable, add it to local_pkgs
# otherwise, add it to faux_pkgs, and create a pyproject.toml
files = os.listdir(resolved)
if "pyproject.toml" in files:
real_pkgs[resolved] = local_dep
if local_dep == ".":
working_dir = f"/deps/{resolved.name}"
elif "setup.py" in files:
real_pkgs[resolved] = local_dep
if local_dep == ".":
working_dir = f"/deps/{resolved.name}"
else:
if any(file == "__init__.py" for file in files):
# flat layout
if "-" in resolved.name:
raise ValueError(
f"Package name '{resolved.name}' contains a hyphen. "
"Rename the directory to use it as flat-layout package."
)
check_reserved(resolved.name, local_dep)
container_path = f"/deps/__outer_{resolved.name}/{resolved.name}"
else:
# src layout
container_path = f"/deps/__outer_{resolved.name}/src"
for file in files:
rfile = resolved / file
if (
rfile.is_dir()
and file != "__pycache__"
and not file.startswith(".")
):
try:
for subfile in os.listdir(rfile):
if subfile.endswith(".py"):
check_reserved(file, local_dep)
break
except PermissionError:
pass
faux_pkgs[resolved] = (local_dep, container_path)
if local_dep == ".":
working_dir = container_path
if "requirements.txt" in files:
rfile = resolved / "requirements.txt"
pip_reqs.append(
(
rfile.relative_to(config_path.parent),
f"{container_path}/requirements.txt",
)
)
return LocalDeps(pip_reqs, real_pkgs, faux_pkgs, working_dir)
def _update_graph_paths(
config_path: pathlib.Path, config: Config, local_deps: LocalDeps
) -> None:
for graph_id, import_str in config["graphs"].items():
module_str, _, attr_str = import_str.partition(":")
if not module_str or not attr_str:
message = (
'Import string "{import_str}" must be in format "<module>:<attribute>".'
)
raise ValueError(message.format(import_str=import_str))
if "/" in module_str:
resolved = config_path.parent / module_str
if not resolved.exists():
raise FileNotFoundError(f"Could not find local module: {resolved}")
elif not resolved.is_file():
raise IsADirectoryError(f"Local module must be a file: {resolved}")
else:
for path in local_deps.real_pkgs:
if resolved.is_relative_to(path):
module_str = f"/deps/{path.name}/{resolved.relative_to(path)}"
break
else:
for faux_pkg, (_, destpath) in local_deps.faux_pkgs.items():
if resolved.is_relative_to(faux_pkg):
module_str = f"{destpath}/{resolved.relative_to(faux_pkg)}"
break
else:
raise ValueError(
f"Module '{import_str}' not found in 'dependencies' list. "
"Add its containing package to 'dependencies' list."
)
# update the config
config["graphs"][graph_id] = f"{module_str}:{attr_str}"
def python_config_to_docker(config_path: pathlib.Path, config: Config, base_image: str):
# configure pip
pip_install = (
"PYTHONDONTWRITEBYTECODE=1 pip install --no-cache-dir -c /api/constraints.txt"
)
if config.get("pip_config_file"):
pip_install = f"PIP_CONFIG_FILE=/pipconfig.txt {pip_install}"
pip_config_file_str = (
f"ADD {config['pip_config_file']} /pipconfig.txt"
if config.get("pip_config_file")
else ""
)
# collect dependencies
pypi_deps = [dep for dep in config["dependencies"] if not dep.startswith(".")]
local_deps = _assemble_local_deps(config_path, config)
# rewrite graph paths
_update_graph_paths(config_path, config, local_deps)
pip_pkgs_str = f"RUN {pip_install} {' '.join(pypi_deps)}" if pypi_deps else ""
if local_deps.pip_reqs:
pip_reqs_str = os.linesep.join(
f"ADD {reqpath} {destpath}" for reqpath, destpath in local_deps.pip_reqs
)
pip_reqs_str += f'{os.linesep}RUN {pip_install} {" ".join("-r " + r for _,r in local_deps.pip_reqs)}'
else:
pip_reqs_str = ""
# https://setuptools.pypa.io/en/latest/userguide/datafiles.html#package-data
# https://til.simonwillison.net/python/pyproject
faux_pkgs_str = f"{os.linesep}{os.linesep}".join(
f"""ADD {relpath} {destpath}
RUN set -ex && \\
for line in '[project]' \\
'name = "{fullpath.name}"' \\
'version = "0.1"' \\
'[tool.setuptools.package-data]' \\
'"*" = ["**/*"]'; do \\
echo "$line" >> /deps/__outer_{fullpath.name}/pyproject.toml; \\
done"""
for fullpath, (relpath, destpath) in local_deps.faux_pkgs.items()
)
local_pkgs_str = os.linesep.join(
f"ADD {relpath} /deps/{fullpath.name}"
for fullpath, relpath in local_deps.real_pkgs.items()
)
installs = f"{os.linesep}{os.linesep}".join(
filter(
None,
[
pip_config_file_str,
pip_pkgs_str,
pip_reqs_str,
local_pkgs_str,
faux_pkgs_str,
],
)
)
store_config = config.get("store")
env_additional_config = (
""
if not store_config
else f"""
ENV LANGGRAPH_STORE='{json.dumps(store_config)}'
"""
)
if (auth_config := config.get("auth")) is not None:
env_additional_config += f"""
ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'
"""
return f"""FROM {base_image}:{config['python_version']}
{os.linesep.join(config["dockerfile_lines"])}
{installs}
RUN {pip_install} -e /deps/*
{env_additional_config}
ENV LANGSERVE_GRAPHS='{json.dumps(config["graphs"])}'
{f"WORKDIR {local_deps.working_dir}" if local_deps.working_dir else ""}"""
def node_config_to_docker(config_path: pathlib.Path, config: Config, base_image: str):
faux_path = f"/deps/{config_path.parent.name}"
def test_file(file_name):
full_path = config_path.parent / file_name
try:
return full_path.is_file()
except OSError:
return False
npm, yarn, pnpm = [
test_file("package-lock.json"),
test_file("yarn.lock"),
test_file("pnpm-lock.yaml"),
]
if yarn:
install_cmd = "yarn install --frozen-lockfile"
elif pnpm:
install_cmd = "pnpm i --frozen-lockfile"
elif npm:
install_cmd = "npm ci"
else:
install_cmd = "npm i"
store_config = config.get("store")
env_additional_config = (
""
if not store_config
else f"""
ENV LANGGRAPH_STORE='{json.dumps(store_config)}'
"""
)
if (auth_config := config.get("auth")) is not None:
env_additional_config += f"""
ENV LANGGRAPH_AUTH='{json.dumps(auth_config)}'
"""
return f"""FROM {base_image}:{config['node_version']}
{os.linesep.join(config["dockerfile_lines"])}
ADD . {faux_path}
RUN cd {faux_path} && {install_cmd}
{env_additional_config}
ENV LANGSERVE_GRAPHS='{json.dumps(config["graphs"])}'
WORKDIR {faux_path}
RUN (test ! -f /api/langgraph_api/js/build.mts && echo "Prebuild script not found, skipping") || tsx /api/langgraph_api/js/build.mts"""
def config_to_docker(config_path: pathlib.Path, config: Config, base_image: str):
if config.get("node_version"):
return node_config_to_docker(config_path, config, base_image)
return python_config_to_docker(config_path, config, base_image)
def config_to_compose(
config_path: pathlib.Path,
config: Config,
base_image: str,
watch: bool = False,
):
env_vars = config["env"].items() if isinstance(config["env"], dict) else {}
env_vars_str = "\n".join(f' {k}: "{v}"' for k, v in env_vars)
env_file_str = (
f"env_file: {config['env']}" if isinstance(config["env"], str) else ""
)
if watch:
dependencies = config.get("dependencies") or ["."]
watch_paths = [config_path.name] + [
dep for dep in dependencies if dep.startswith(".")
]
watch_actions = "\n".join(
f"""- path: {path}
action: rebuild"""
for path in watch_paths
)
watch_str = f"""
develop:
watch:
{textwrap.indent(watch_actions, " ")}
"""
else:
watch_str = ""
return f"""
{textwrap.indent(env_vars_str, " ")}
{env_file_str}
pull_policy: build
build:
context: .
dockerfile_inline: |
{textwrap.indent(config_to_docker(config_path, config, base_image), " ")}
{watch_str}
"""