| """Census of the most-liked Hugging Face Spaces: which are broken, and why (public runtime error).""" |
| import json, sys, time, concurrent.futures as cf |
| import requests |
|
|
| N = int(sys.argv[1]) if len(sys.argv) > 1 else 10000 |
| OUT = sys.argv[2] if len(sys.argv) > 2 else "/data/census.json" |
| BROKEN = {"RUNTIME_ERROR", "BUILD_ERROR", "CONFIG_ERROR"} |
| S = requests.Session() |
|
|
| url = ("https://huggingface.co/api/spaces?limit=1000&sort=likes&direction=-1" |
| "&expand[]=runtime&expand[]=sdk&expand[]=likes&expand[]=lastModified") |
| rows = [] |
| while url and len(rows) < N: |
| r = S.get(url, timeout=60) |
| r.raise_for_status() |
| for s in r.json(): |
| rt = s.get("runtime") or {} |
| rows.append({"id": s["id"], "likes": s.get("likes", 0), "sdk": s.get("sdk"), |
| "stage": rt.get("stage"), "hw": (rt.get("hardware") or {}).get("requested"), |
| "err": rt.get("errorMessage"), "lastModified": s.get("lastModified")}) |
| url = r.links.get("next", {}).get("url") |
| rows = rows[:N] |
|
|
|
|
| def err_for(row): |
| for attempt in range(5): |
| r = S.get(f"https://huggingface.co/api/spaces/{row['id']}/runtime", timeout=30) |
| if r.status_code == 429: |
| time.sleep(2 + attempt * 3) |
| continue |
| if r.ok: |
| row["err"] = r.json().get("errorMessage") |
| return row |
| row["err"] = "FETCHFAIL" |
| return row |
|
|
|
|
| need = [r for r in rows if r["stage"] in BROKEN and not r["err"]] |
| with cf.ThreadPoolExecutor(4) as ex: |
| list(ex.map(err_for, need)) |
| json.dump(rows, open(OUT, "w")) |
| from collections import Counter |
| print(len(rows), Counter(r["stage"] for r in rows).most_common()) |
|
|
