peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/evaluate
/commands
/evaluate_cli.py
import argparse | |
import os | |
import subprocess | |
from pathlib import Path | |
from cookiecutter.main import cookiecutter | |
from huggingface_hub import HfApi, Repository, create_repo | |
from evaluate.utils.logging import get_logger | |
logger = get_logger(__name__) | |
INSTRUCTIONS = """\ | |
A new repository for your module "{module_name}" of type "{module_type}" has been created at {output_dir} and pushed to the Hugging Face Hub: {repo_url}. | |
Here are the next steps: | |
- implement the module logic in {module_slug}/{module_slug}.py | |
- document your module in {module_slug}/README.md | |
- add test cases for your module in {module_slug}/tests.py | |
- if your module has any dependencies update them in {module_slug}/requirements.txt | |
You can test your module's widget locally by running: | |
``` | |
python {output_dir}/{module_slug}/app.py | |
``` | |
When you are happy with your changes you can push your changes with the following commands to the Hugging Face Hub: | |
``` | |
cd {output_dir}/{module_slug} | |
git add . | |
git commit -m "Updating module" | |
git push | |
``` | |
You should then see the update widget on the Hugging Face Hub: {repo_url} | |
And you can load your module in Python with the following code: | |
``` | |
from evaluate import load | |
module = load("{namespace}/{module_slug}") | |
``` | |
""" | |
def main(): | |
parser = argparse.ArgumentParser("HuggingFace Evaluate CLI tool", usage="evaluate-cli <command> [<args>]") | |
subparsers = parser.add_subparsers() | |
parser_create = subparsers.add_parser("create", help="Create new evaluation module.") | |
parser_create.add_argument( | |
"module_name", type=str, help='Pretty name of new evaluation module, e.g. "Recall" or "Exact Match".' | |
) | |
parser_create.add_argument( | |
"--module_type", | |
default="metric", | |
type=str, | |
help="Type of module, has to be one of [metric|comparison|measurement].", | |
) | |
parser_create.add_argument( | |
"--dataset_name", default="", type=str, help="Name of dataset if evaluation module is dataset specific." | |
) | |
parser_create.add_argument("--module_description", type=str, help="Short description of evaluation module.") | |
parser_create.add_argument("--output_dir", default=Path.cwd(), type=str, help="Path to output directory.") | |
parser_create.add_argument( | |
"--organization", default=None, type=str, help="Organization on the Hub to push evaluation module to." | |
) | |
parser_create.add_argument("--private", action="store_true", help="Sets evaluation module repository to private.") | |
args = vars(parser.parse_args()) | |
if args["module_type"] not in ["metric", "comparison", "measurement"]: | |
raise ValueError("The module_type needs to be one of metric, comparison, or measurement") | |
if "-" in args["module_name"]: | |
raise ValueError("Hyphens ('-') are not allowed in module names.") | |
output_dir = Path(args["output_dir"]) | |
organization = args["organization"] | |
module_slug = args["module_name"].lower().replace(" ", "_") | |
if organization is None: | |
hfapi = HfApi() | |
namespace = hfapi.whoami()["name"] | |
else: | |
namespace = organization | |
args["namespace"] = namespace | |
repo_url = f"https://huggingface.co/spaces/{namespace}/{module_slug}" | |
try: | |
create_repo(namespace + "/" + module_slug, repo_type="space", space_sdk="gradio", private=args["private"]) | |
except Exception as exception: | |
logger.error( | |
f"Could not create Space for module at hf.co/spaces/{namespace}/{module_slug}. Make sure this space does not exist already." | |
) | |
raise exception | |
subprocess.run( | |
f"git clone {repo_url}".split(), | |
stderr=subprocess.PIPE, | |
stdout=subprocess.PIPE, | |
check=True, | |
encoding="utf-8", | |
cwd=output_dir, | |
env=os.environ.copy(), | |
) | |
repo = Repository( | |
local_dir=output_dir / module_slug, | |
) | |
cookiecutter( | |
"https://github.com/huggingface/evaluate/", | |
directory="templates", | |
no_input=True, | |
extra_context=args, | |
output_dir=output_dir, | |
overwrite_if_exists=True, | |
) | |
repo.git_add() | |
repo.git_commit("add module default template") | |
repo.git_push() | |
print( | |
INSTRUCTIONS.format( | |
module_name=args["module_name"], | |
module_type=args["module_type"], | |
module_slug=module_slug, | |
namespace=namespace, | |
repo_url=repo_url, | |
output_dir=output_dir, | |
) | |
) | |
if __name__ == "__main__": | |
main() | |