# Copyright 2020 QuantumBlack Visual Analytics Limited
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
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# EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES
# OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, AND
# NONINFRINGEMENT. IN NO EVENT WILL THE LICENSOR OR OTHER CONTRIBUTORS
# BE LIABLE FOR ANY CLAIM, DAMAGES, OR OTHER LIABILITY, WHETHER IN AN
# ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF, OR IN
# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
#
# The QuantumBlack Visual Analytics Limited ("QuantumBlack") name and logo
# (either separately or in combination, "QuantumBlack Trademarks") are
# trademarks of QuantumBlack. The License does not grant you any right or
# license to the QuantumBlack Trademarks. You may not use the QuantumBlack
# Trademarks or any confusingly similar mark as a trademark for your product,
# or use the QuantumBlack Trademarks in any other manner that might cause
# confusion in the marketplace, including but not limited to in advertising,
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#
# See the License for the specific language governing permissions and
# limitations under the License.
"""kedro is a CLI for creating Kedro projects.
This module implements commands available from the kedro CLI.
"""
import importlib
import os
import re
import shutil
import sys
import traceback
import warnings
import webbrowser
from collections import defaultdict
from copy import deepcopy
from pathlib import Path
from typing import Any, Callable, Dict, List
import click
import pkg_resources
import yaml
import kedro.config.default_logger # noqa
from kedro import __version__ as version
from kedro.framework.cli.utils import (
CommandCollection,
KedroCliError,
_clean_pycache,
_filter_deprecation_warnings,
)
from kedro.framework.context import load_context
KEDRO_PATH = Path(kedro.__file__).parent
TEMPLATE_PATH = KEDRO_PATH / "templates" / "project"
CONTEXT_SETTINGS = dict(help_option_names=["-h", "--help"])
_VERBOSE = True
LOGO = r"""
_ _
| | _____ __| |_ __ ___
| |/ / _ \/ _` | '__/ _ \
| < __/ (_| | | | (_) |
|_|\_\___|\__,_|_| \___/
v{}
""".format(
version
)
_STARTER_ALIASES = {
"pandas-iris": "git+https://github.com/quantumblacklabs/kedro-starter-pandas-iris.git",
"pyspark": "git+https://github.com/quantumblacklabs/kedro-starter-pyspark.git",
"pyspark-iris": "git+https://github.com/quantumblacklabs/kedro-starter-pyspark-iris.git",
"spaceflights": "git+https://github.com/quantumblacklabs/kedro-starter-spaceflights.git",
}
@click.group(context_settings=CONTEXT_SETTINGS, name="Kedro")
@click.version_option(version, "--version", "-V", help="Show version and exit")
@click.option(
"--verbose",
"-v",
is_flag=True,
help="See extensive logging and error stack traces.",
)
def cli(verbose):
"""Kedro is a CLI for creating and using Kedro projects
For more information, type ``kedro info``.
When inside a Kedro project (created with `kedro new`) commands from
the project's `kedro_cli.py` file will also be available here.
"""
global _VERBOSE # pylint: disable=global-statement
_VERBOSE = verbose
ENTRY_POINT_GROUPS = {
"global": "kedro.global_commands",
"project": "kedro.project_commands",
"init": "kedro.init",
"line_magic": "kedro.line_magic",
}
@cli.command()
def info():
"""Get more information about kedro.
"""
click.secho(LOGO, fg="green")
click.echo(
"kedro allows teams to create analytics\n"
"projects. It is developed as part of\n"
"the Kedro initiative at QuantumBlack."
)
plugin_versions = {}
plugin_hooks = defaultdict(set)
for hook, group in ENTRY_POINT_GROUPS.items():
for entry_point in pkg_resources.iter_entry_points(group=group):
module_name = entry_point.module_name.split(".")[0]
plugin_version = pkg_resources.get_distribution(module_name).version
plugin_versions[module_name] = plugin_version
plugin_hooks[module_name].add(hook)
click.echo()
if plugin_versions:
click.echo("Installed plugins:")
for plugin_name, plugin_version in sorted(plugin_versions.items()):
hooks = ",".join(sorted(plugin_hooks[plugin_name]))
click.echo(f"{plugin_name}: {plugin_version} (hooks:{hooks})")
else:
click.echo("No plugins installed")
@cli.command(short_help="Create a new kedro project.")
@click.option(
"--config",
"-c",
type=click.Path(exists=True),
help="Non-interactive mode, using a configuration yaml file.",
)
@click.option(
"--starter",
"-s",
"starter_name",
help="Specify the starter template to use when creating the project.",
)
@click.option(
"--checkout", help="A tag, branch or commit to checkout in the starter repository."
)
def new(config, starter_name, checkout):
"""Create a new kedro project, either interactively or from a
configuration file.
Create projects according to the Kedro default project template. This
template is ideal for analytics projects and comes with a data
architecture, folders for notebooks, configuration, source code, etc.
\b
``kedro new``
Create a new project interactively.
\b
You will have to provide four choices:
* ``Project Name`` - name of the project, not to be confused with name of
the project folder.
* ``Repository Name`` - intended name of your project folder.
* ``Package Name`` - intended name of your Python package.
* ``Generate Example Pipeline`` - yes/no to generating an example pipeline
in your project.
\b
``kedro new --config <config.yml>``
``kedro new -c <config.yml>``
Create a new project from configuration.
* ``config.yml`` - The configuration YAML must contain at the top level
the above parameters (project_name, repo_name,
python_package, include_example) and output_dir - the
parent directory for the new project directory.
\b
``kedro new --starter <starter>``
Create a new project from a starter template. The starter can be either the path to
a local directory, a URL to a remote VCS repository supported by `cookiecutter` or
one of the aliases listed in ``kedro starter list``.
\b
``kedro new --starter <starter> --checkout <checkout>``
Create a new project from a starter template and a particular tag, branch or commit
in the starter repository.
"""
if checkout and not starter_name:
raise KedroCliError("Cannot use the --checkout flag without a --starter value.")
if starter_name:
template_path = _STARTER_ALIASES.get(starter_name, starter_name)
should_prompt_for_example = False
else:
template_path = TEMPLATE_PATH
should_prompt_for_example = True
_create_project(
config_path=config,
verbose=_VERBOSE,
template_path=template_path,
should_prompt_for_example=should_prompt_for_example,
checkout=checkout,
)
@cli.command(short_help="See the kedro API docs and introductory tutorial.")
def docs():
"""Display the API docs and introductory tutorial in the browser,
using the packaged HTML doc files."""
index_path = "file://" + os.path.realpath(
os.path.join(
os.path.realpath(__file__), os.pardir, os.pardir, "html", "index.html"
)
)
click.echo("Opening " + index_path)
webbrowser.open(index_path)
@cli.group()
def starter():
"""Commands for working with project starters."""
@starter.command("list")
def list_starters():
"""List all official project starters available."""
def _get_clickable_link(git_link):
prefix = re.escape("git+")
return re.sub(rf"^{prefix}", "", git_link)
output = [
{alias: _get_clickable_link(url)}
for alias, url in sorted(_STARTER_ALIASES.items())
]
click.echo(yaml.safe_dump(output))
def _create_project(
config_path: str,
verbose: bool,
template_path: Path = TEMPLATE_PATH,
should_prompt_for_example: bool = True,
checkout: str = None,
):
"""Implementation of the kedro new cli command.
Args:
config_path: In non-interactive mode, the path of the config.yml which
should contain the project_name, output_dir and repo_name.
verbose: Extensive debug terminal logs.
template_path: The path to the cookiecutter template to create the project.
It could either be a local directory or a remote VCS repository
supported by cookiecutter. For more details, please see:
https://cookiecutter.readthedocs.io/en/latest/usage.html#generate-your-project
should_prompt_for_example: Whether to display a prompt to generate an example pipeline.
N.B.: this should only be here until the start project is complete and the
starters with example are all located in public repositories.
checkout: The tag, branch or commit in the starter repository to checkout.
Maps directly to cookiecutter's --checkout argument.
If the value is invalid, cookiecutter will use the default branch.
"""
with _filter_deprecation_warnings():
# pylint: disable=import-outside-toplevel
from cookiecutter.exceptions import RepositoryNotFound
from cookiecutter.main import cookiecutter # for performance reasons
try:
if config_path:
config = _parse_config(config_path, verbose)
config = _check_config_ok(config_path, config)
else:
config = _get_config_from_prompts(should_prompt_for_example)
config.setdefault("kedro_version", version)
result_path = Path(
cookiecutter(
str(template_path),
output_dir=config["output_dir"],
no_input=True,
extra_context=config,
checkout=checkout,
)
)
# If user was prompted to generate an example but chooses not to,
# Remove all placeholder directories.
if should_prompt_for_example and not config["include_example"]:
(result_path / "data" / "01_raw" / "iris.csv").unlink()
pipelines_dir = result_path / "src" / config["python_package"] / "pipelines"
for dir_path in [
pipelines_dir / "data_engineering",
pipelines_dir / "data_science",
]:
shutil.rmtree(str(dir_path))
_clean_pycache(result_path)
_print_kedro_new_success_message(result_path)
except click.exceptions.Abort: # pragma: no cover
_handle_exception("User interrupt.")
except RepositoryNotFound:
_handle_exception(f"Kedro project template not found at {template_path}")
# we don't want the user to see a stack trace on the cli
except Exception: # pylint: disable=broad-except
_handle_exception("Failed to generate project.")
def _get_user_input(
text: str, default: Any = None, check_input: Callable = None
) -> Any:
"""Get user input and validate it.
Args:
text: Text to display in command line prompt.
default: Default value for the input.
check_input: Function to apply to check user input.
Returns:
Processed user value.
"""
while True:
value = click.prompt(text, default=default)
if check_input:
try:
check_input(value)
except KedroCliError as exc:
click.secho(str(exc), fg="red", err=True)
continue
return value
def _get_config_from_prompts(should_prompt_for_example: bool = True) -> Dict:
"""Ask user to provide necessary inputs.
Args:
should_prompt_for_example: Whether to include a prompt for example.
Returns:
Resulting config dictionary.
"""
# set output directory to the current directory
output_dir = os.path.abspath(os.path.curdir)
# get project name
project_name_prompt = _get_prompt_text(
"Project Name:",
"Please enter a human readable name for your new project.",
"Spaces and punctuation are allowed.",
start="",
)
project_name = _get_user_input(project_name_prompt, default="New Kedro Project")
normalized_project_name = re.sub(r"[^\w-]+", "-", project_name).lower().strip("-")
# get repo name
repo_name_prompt = _get_prompt_text(
"Repository Name:",
"Please enter a directory name for your new project repository.",
"Alphanumeric characters, hyphens and underscores are allowed.",
"Lowercase is recommended.",
)
repo_name = _get_user_input(
repo_name_prompt,
default=normalized_project_name,
check_input=_assert_repo_name_ok,
)
# get python package_name
default_pkg_name = normalized_project_name.replace("-", "_")
pkg_name_prompt = _get_prompt_text(
"Python Package Name:",
"Please enter a valid Python package name for your project package.",
"Alphanumeric characters and underscores are allowed.",
"Lowercase is recommended. Package name must start with a letter "
"or underscore.",
)
python_package = _get_user_input(
pkg_name_prompt, default=default_pkg_name, check_input=_assert_pkg_name_ok
)
# option for whether iris example code is included in the project
if should_prompt_for_example:
code_example_prompt = _get_prompt_text(
"Generate Example Pipeline:",
"Do you want to generate an example pipeline in your project?",
"Good for first-time users. (default=N)",
)
include_example = click.confirm(code_example_prompt, default=False)
else:
include_example = False
return {
"output_dir": output_dir,
"project_name": project_name,
"repo_name": repo_name,
"python_package": python_package,
"include_example": include_example,
}
def _parse_config(config_path: str, verbose: bool) -> Dict:
"""Parse the config YAML from its path.
Args:
config_path: The path of the config.yml file.
verbose: Print the config contents.
Raises:
Exception: If the file cannot be parsed.
Returns:
The config as a dictionary.
"""
try:
with open(config_path, "r") as config_file:
config = yaml.safe_load(config_file)
if verbose:
click.echo(config_path + ":")
click.echo(yaml.dump(config, default_flow_style=False))
return config
except Exception as exc:
click.secho("Failed to parse " + config_path, fg="red", err=True)
_show_example_config()
raise exc
def _check_config_ok(config_path: str, config: Dict[str, Any]) -> Dict[str, Any]:
"""Check that the configuration file contains all needed variables.
Args:
config_path: The path of the config file.
config: The config as a dictionary.
Returns:
Config dictionary.
Raises:
KedroCliError: If the config file is empty or does not contain all
keys from template/cookiecutter.json and output_dir.
"""
if config is None:
_show_example_config()
raise KedroCliError(config_path + " is empty")
missing_keys = _get_default_config().keys() - config.keys()
if missing_keys:
click.echo(f"\n{config_path}:")
click.echo(yaml.dump(config, default_flow_style=False))
_show_example_config()
missing_keys_str = ", ".join(str(k) for k in missing_keys)
raise KedroCliError(f"[{missing_keys_str}] not found in {config_path}")
config["output_dir"] = _fix_user_path(config["output_dir"])
_assert_output_dir_ok(config["output_dir"])
_assert_repo_name_ok(config["repo_name"])
_assert_pkg_name_ok(config["python_package"])
_assert_include_example_ok(config["include_example"])
return config
def _get_default_config():
default_config_path = TEMPLATE_PATH / "default_config.yml"
with default_config_path.open() as default_config_file:
return yaml.safe_load(default_config_file)
def _assert_output_dir_ok(output_dir: str):
"""Check that output directory exists.
Args:
output_dir: Output directory path.
Raises:
KedroCliError: If the output directory does not exist.
"""
if not os.path.exists(output_dir):
message = (
"`{}` is not a valid output directory. "
"It must be a relative or absolute path "
"to an existing directory.".format(output_dir)
)
raise KedroCliError(message)
def _assert_pkg_name_ok(pkg_name: str):
"""Check that python package name is in line with PEP8 requirements.
Args:
pkg_name: Candidate Python package name.
Raises:
KedroCliError: If package name violates the requirements.
"""
base_message = "`{}` is not a valid Python package name.".format(pkg_name)
if not re.match(r"^[a-zA-Z_]", pkg_name):
message = base_message + " It must start with a letter or underscore."
raise KedroCliError(message)
if len(pkg_name) < 2:
message = base_message + " It must be at least 2 characters long."
raise KedroCliError(message)
if not re.match(r"^\w+$", pkg_name[1:]):
message = (
base_message + " It must contain only letters, digits, and/or underscores."
)
raise KedroCliError(message)
def _assert_repo_name_ok(repo_name):
if not re.match(r"^\w+(-*\w+)*$", repo_name):
message = (
"`{}` is not a valid repository name. It must contain "
"only word symbols and/or hyphens, must also start and "
"end with alphanumeric symbol.".format(repo_name)
)
raise KedroCliError(message)
def _assert_include_example_ok(include_example):
if not isinstance(include_example, bool):
message = (
"`{}` value for `include_example` is invalid. It must be a boolean value "
"True or False.".format(include_example)
)
raise KedroCliError(message)
def _fix_user_path(output_dir):
output_dir = output_dir or ""
output_dir = os.path.expanduser(output_dir)
result = os.path.abspath(output_dir)
return result
def _show_example_config():
click.secho("Example of valid config.yml:")
default_config = _get_default_config()
for key, value in default_config.items():
click.secho(
click.style(key + ": ", bold=True, fg="yellow")
+ click.style(str(value), fg="cyan")
)
click.echo("")
def _print_kedro_new_success_message(result):
click.secho(
"\nChange directory to the project generated in {}".format(
str(result.resolve())
),
fg="green",
)
click.secho(
"\nA best-practice setup includes initialising git and creating "
"a virtual environment before running `kedro install` to install "
"project-specific dependencies. Refer to the Kedro documentation: "
"https://kedro.readthedocs.io/"
)
def _get_prompt_text(title, *text, start: str = "\n"):
title = title.strip().title()
title = click.style(title + "\n" + "=" * len(title), bold=True)
prompt_lines = [title] + list(text)
prompt_text = "\n".join(str(line).strip() for line in prompt_lines)
return "{}{}\n".format(start, prompt_text)
[docs]def get_project_context(
key: str = "context", project_path: Path = None, **kwargs
) -> Any:
"""Gets the context value from context associated with the key.
Args:
key: Optional key to get associated value from Kedro context.
Supported keys are "verbose" and "context", and it defaults to "context".
project_path: Optional path to where the project root is to load the context.
If omitted, the current working directory will be used.
kwargs: Optional custom arguments defined by users, which will be passed into
the constructor of the projects KedroContext subclass.
Returns:
Requested value from Kedro context dictionary or the default if the key
was not found.
Raises:
KedroCliError: When the key is not found and the default value was not
specified.
"""
def _deprecation_msg(key):
msg_dict = {
"get_config": ["config_loader", "ConfigLoader"],
"create_catalog": ["catalog", "DataCatalog"],
"create_pipeline": ["pipeline", "Pipeline"],
"template_version": ["project_version", None],
"project_name": ["project_name", None],
"project_path": ["project_path", None],
}
attr, obj_name = msg_dict[key]
msg = '`get_project_context("{}")` is now deprecated. '.format(key)
if obj_name:
msg += (
"This is still returning a function that returns `{}` "
"instance, however passed arguments have no effect anymore "
"since Kedro 0.15.0. ".format(obj_name)
)
msg += (
"Please get `KedroContext` instance by calling `get_project_context()` "
"and use its `{}` attribute.".format(attr)
)
return msg
project_path = project_path or Path.cwd()
context = load_context(project_path, **kwargs)
# Dictionary to be compatible with existing Plugins. Future plugins should
# retrieve necessary Kedro project properties from context
value = {
"context": context,
"get_config": lambda project_path, env=None, **kw: context.config_loader,
"create_catalog": lambda config, **kw: context.catalog,
"create_pipeline": lambda **kw: context.pipeline,
"template_version": context.project_version,
"project_name": context.project_name,
"project_path": context.project_path,
"verbose": _VERBOSE,
}[key]
if key not in ("verbose", "context"):
warnings.warn(_deprecation_msg(key), DeprecationWarning)
return deepcopy(value)
def load_entry_points(name: str) -> List[str]:
"""Load package entry point commands.
Args:
name: The key value specified in ENTRY_POINT_GROUPS.
Raises:
Exception: If loading an entry point failed.
Returns:
List of entry point commands.
"""
entry_points = pkg_resources.iter_entry_points(group=ENTRY_POINT_GROUPS[name])
entry_point_commands = []
for entry_point in entry_points:
try:
entry_point_commands.append(entry_point.load())
except Exception: # pylint: disable=broad-except
_handle_exception(f"Loading {name} commands from {entry_point}", end=False)
return entry_point_commands
def _init_plugins():
group = ENTRY_POINT_GROUPS["init"]
for entry_point in pkg_resources.iter_entry_points(group=group):
try:
init_hook = entry_point.load()
init_hook()
except Exception: # pylint: disable=broad-except
_handle_exception(f"Initializing {entry_point}", end=False)
def main(): # pragma: no cover
"""Main entry point, look for a `kedro_cli.py` and if found add its
commands to `kedro`'s then invoke the cli.
"""
_init_plugins()
global_groups = [cli]
global_groups.extend(load_entry_points("global"))
project_groups = []
# load project commands from kedro_cli.py
path = Path.cwd()
kedro_cli_path = path / "kedro_cli.py"
if kedro_cli_path.exists():
try:
sys.path.append(str(path))
kedro_cli = importlib.import_module("kedro_cli")
project_groups.extend(load_entry_points("project"))
project_groups.append(kedro_cli.cli)
except Exception: # pylint: disable=broad-except
_handle_exception(f"Cannot load commands from {kedro_cli_path}")
cli_collection = CommandCollection(
("Global commands", global_groups),
("Project specific commands", project_groups),
)
cli_collection()
def _handle_exception(msg, end=True):
"""Pretty print the current exception then exit."""
if _VERBOSE:
click.secho(traceback.format_exc(), nl=False, fg="yellow")
else:
etype, value, _ = sys.exc_info()
click.secho(
"".join(traceback.format_exception_only(etype, value))
+ "Run with --verbose to see the full exception",
fg="yellow",
)
if end:
raise KedroCliError(msg)
click.secho("Error: " + msg, fg="red") # pragma: no cover
if __name__ == "__main__": # pragma: no cover
main()