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from __future__ import annotations | |
from pathlib import Path | |
import yaml | |
import requests | |
from deepmd.calculator import DP as DPCalculator | |
from mlip_arena.models.utils import get_freer_device | |
with open(Path(__file__).parents[1] / "registry.yaml", encoding="utf-8") as f: | |
REGISTRY = yaml.safe_load(f) | |
class DeepMD(DPCalculator): | |
def __init__( | |
self, | |
checkpoint=REGISTRY["DeepMD"]["checkpoint"], | |
device=None, | |
**kwargs, | |
): | |
device = device or get_freer_device() | |
cache_dir = Path.home() / ".cache" / "deepmd" | |
cache_dir.mkdir(parents=True, exist_ok=True) | |
model_path = cache_dir / checkpoint | |
url = "https://bohrium-api.dp.tech/ds-dl/mlip-arena-tfpk-v1.zip" | |
if not model_path.exists(): | |
import zipfile | |
print(f"Downloading DeepMD model from {url} to {model_path}...") | |
try: | |
response = requests.get(url, stream=True, timeout=120) | |
response.raise_for_status() | |
with open(cache_dir/"temp.zip", "wb") as f: | |
for chunk in response.iter_content(chunk_size=8192): | |
f.write(chunk) | |
print("Download completed.") | |
with zipfile.ZipFile(cache_dir/"temp.zip", "r") as zip_ref: | |
zip_ref.extractall(cache_dir) | |
print("Unzip completed.") | |
except requests.exceptions.RequestException as e: | |
raise RuntimeError("Failed to download DeepMD model.") from e | |
super().__init__(model_path, device=device, **kwargs) |