Instructions to use RomanCohort/RNAQwen with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use RomanCohort/RNAQwen with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("RomanCohort/RNAQwen", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download scripts/_scratch/_net_probe.py from RomanCohort/RNAQwen: direct link, hf CLI and curl.
- Browser
- Download file 1.6 kB
-
https://huggingface.co/RomanCohort/RNAQwen/resolve/main/scripts/_scratch/_net_probe.py
- Command line
-
hf download hf://RomanCohort/RNAQwen/scripts/_scratch/_net_probe.py
-
curl -L -o _net_probe.py https://huggingface.co/RomanCohort/RNAQwen/resolve/main/scripts/_scratch/_net_probe.py
1.6 kB
| """探测 HF 单连接 / 多连接 / 镜像 的下载吞吐,决定用哪种下载策略。""" | |
| import sys | |
| import time | |
| import concurrent.futures as cf | |
| import requests | |
| PATH = "/datasets/multimolecule/rnacentral.1024/resolve/main/data.parquet" | |
| BASES = ["https://huggingface.co", "https://hf-mirror.com"] | |
| OFFSET_BASE = 2_000_000_000 | |
| def probe(base: str, n: int, dur: float = 10.0): | |
| url = base + PATH | |
| def grab(i): | |
| start = OFFSET_BASE + i * 30_000_000 | |
| end = start + 2_000_000 | |
| t0 = time.time() | |
| got = 0 | |
| try: | |
| r = requests.get(url, headers={"Range": f"bytes={start}-{end}"}, | |
| stream=True, timeout=(15, 20)) | |
| if r.status_code != 206: | |
| return (r.status_code, 0.0) | |
| for c in r.iter_content(262144): | |
| got += len(c) | |
| if time.time() - t0 > dur: | |
| break | |
| except Exception as exc: # noqa: BLE001 | |
| return ("ERR:" + type(exc).__name__, got / max(time.time() - t0, 1e-9)) | |
| return (206, got / max(time.time() - t0, 1e-9)) | |
| with cf.ThreadPoolExecutor(max_workers=n) as ex: | |
| res = list(ex.map(grab, range(n))) | |
| agg = sum(r[1] for r in res) | |
| codes = sorted({str(r[0]) for r in res}) | |
| host = base.split("//")[1][:20] | |
| print(f"{host:22s} n={n:2d} agg={agg/1024:8.0f} KB/s codes={codes}", flush=True) | |
| return agg | |
| if __name__ == "__main__": | |
| total = 0.0 | |
| for base in BASES: | |
| for n in (1, 4, 8, 16, 24): | |
| total += probe(base, n) | |
| print("done", total) | |
| sys.exit(0) | |