Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,184 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import json
|
| 3 |
+
import time
|
| 4 |
+
import socket
|
| 5 |
+
import threading
|
| 6 |
+
import io
|
| 7 |
+
import requests
|
| 8 |
+
from pathlib import Path
|
| 9 |
+
from huggingface_hub import HfApi, list_repo_tree
|
| 10 |
+
|
| 11 |
+
# ββ Config βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 12 |
+
HF_TOKEN = os.environ.get("HF_TOKEN")
|
| 13 |
+
DATASET_REPO = "HuggingFaceFW/fineweb-edu"
|
| 14 |
+
RAW_DIR = "/data/raw"
|
| 15 |
+
STATE_FILE = "/data/state.json"
|
| 16 |
+
WORKER_TIMEOUT = 600 # 10 min β reclaim stale claimed shards
|
| 17 |
+
|
| 18 |
+
# CC-MAIN-2025 prefix filter
|
| 19 |
+
CC_PREFIX = "data/CC-MAIN-2025"
|
| 20 |
+
|
| 21 |
+
os.makedirs(RAW_DIR, exist_ok=True)
|
| 22 |
+
|
| 23 |
+
api = HfApi(token=HF_TOKEN)
|
| 24 |
+
|
| 25 |
+
# ββ Keep-alive ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 26 |
+
def serve():
|
| 27 |
+
s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
|
| 28 |
+
s.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
|
| 29 |
+
s.bind(("0.0.0.0", 7860))
|
| 30 |
+
s.listen(5)
|
| 31 |
+
print("β Listening on port 7860")
|
| 32 |
+
while True:
|
| 33 |
+
conn, _ = s.accept()
|
| 34 |
+
conn.send(b"HTTP/1.1 200 OK\r\nContent-Length: 2\r\n\r\nOK")
|
| 35 |
+
conn.close()
|
| 36 |
+
|
| 37 |
+
# ββ State βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 38 |
+
def load_state():
|
| 39 |
+
if os.path.exists(STATE_FILE):
|
| 40 |
+
with open(STATE_FILE) as f:
|
| 41 |
+
state = json.load(f)
|
| 42 |
+
total = len(state["shards"])
|
| 43 |
+
done = sum(1 for s in state["shards"].values() if s["status"] == "done")
|
| 44 |
+
claimed = sum(1 for s in state["shards"].values() if s["status"] == "claimed")
|
| 45 |
+
pending = sum(1 for s in state["shards"].values() if s["status"] == "pending")
|
| 46 |
+
print(f"Resuming β {done} done / {claimed} claimed / {pending} pending / {total} total")
|
| 47 |
+
else:
|
| 48 |
+
state = {"shards": {}}
|
| 49 |
+
print("Starting fresh")
|
| 50 |
+
return state
|
| 51 |
+
|
| 52 |
+
def save_state(state):
|
| 53 |
+
tmp = STATE_FILE + ".tmp"
|
| 54 |
+
with open(tmp, "w") as f:
|
| 55 |
+
json.dump(state, f, indent=2)
|
| 56 |
+
os.replace(tmp, STATE_FILE)
|
| 57 |
+
|
| 58 |
+
# ββ Discover all CC-MAIN-2025 parquet files βββββββββββββββββββββββββββββββββββ
|
| 59 |
+
def discover_shards(state):
|
| 60 |
+
print("Discovering shards from HF...")
|
| 61 |
+
files = api.list_repo_files(DATASET_REPO, repo_type="dataset")
|
| 62 |
+
new_count = 0
|
| 63 |
+
for f in files:
|
| 64 |
+
if f.startswith(CC_PREFIX) and f.endswith(".parquet"):
|
| 65 |
+
if f not in state["shards"]:
|
| 66 |
+
state["shards"][f] = {
|
| 67 |
+
"status": "pending",
|
| 68 |
+
"worker": None,
|
| 69 |
+
"claimed_at": None,
|
| 70 |
+
}
|
| 71 |
+
new_count += 1
|
| 72 |
+
print(f"β {new_count} new shards discovered | {len(state['shards'])} total")
|
| 73 |
+
save_state(state)
|
| 74 |
+
|
| 75 |
+
# ββ Reclaim timed-out shards ββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 76 |
+
def reclaim_stale(state):
|
| 77 |
+
now = time.time()
|
| 78 |
+
reclaimed = 0
|
| 79 |
+
for shard, info in state["shards"].items():
|
| 80 |
+
if info["status"] == "claimed" and info["claimed_at"]:
|
| 81 |
+
if now - info["claimed_at"] > WORKER_TIMEOUT:
|
| 82 |
+
print(f" β Reclaiming stale shard: {shard} (worker: {info['worker']})")
|
| 83 |
+
info["status"] = "pending"
|
| 84 |
+
info["worker"] = None
|
| 85 |
+
info["claimed_at"] = None
|
| 86 |
+
reclaimed += 1
|
| 87 |
+
if reclaimed:
|
| 88 |
+
save_state(state)
|
| 89 |
+
return reclaimed
|
| 90 |
+
|
| 91 |
+
# ββ Download pending shards to /data/raw βββββββββββββββββββββββββββββββββββββ
|
| 92 |
+
def download_loop(state):
|
| 93 |
+
base_url = f"https://huggingface.co/datasets/{DATASET_REPO}/resolve/main/"
|
| 94 |
+
|
| 95 |
+
while True:
|
| 96 |
+
# Reclaim stale first
|
| 97 |
+
reclaim_stale(state)
|
| 98 |
+
|
| 99 |
+
# Reload state to pick up worker updates
|
| 100 |
+
if os.path.exists(STATE_FILE):
|
| 101 |
+
with open(STATE_FILE) as f:
|
| 102 |
+
state["shards"] = json.load(f)["shards"]
|
| 103 |
+
|
| 104 |
+
# Count how many raw files already sitting in /data/raw (not yet claimed)
|
| 105 |
+
raw_files = list(Path(RAW_DIR).glob("*.parquet"))
|
| 106 |
+
pending_raw = len(raw_files)
|
| 107 |
+
|
| 108 |
+
# Keep at most 4 shards pre-downloaded to avoid filling disk
|
| 109 |
+
if pending_raw >= 4:
|
| 110 |
+
print(f" Buffer full ({pending_raw} shards waiting) β sleeping...")
|
| 111 |
+
time.sleep(60)
|
| 112 |
+
continue
|
| 113 |
+
|
| 114 |
+
# Find next pending shard to download
|
| 115 |
+
to_download = None
|
| 116 |
+
for shard, info in state["shards"].items():
|
| 117 |
+
if info["status"] == "pending":
|
| 118 |
+
raw_name = shard.replace("/", "__") + ".parquet"
|
| 119 |
+
raw_path = Path(RAW_DIR) / raw_name
|
| 120 |
+
if not raw_path.exists():
|
| 121 |
+
to_download = shard
|
| 122 |
+
break
|
| 123 |
+
|
| 124 |
+
if not to_download:
|
| 125 |
+
done = sum(1 for s in state["shards"].values() if s["status"] == "done")
|
| 126 |
+
total = len(state["shards"])
|
| 127 |
+
if done == total:
|
| 128 |
+
print("β All shards complete!")
|
| 129 |
+
break
|
| 130 |
+
print(" Nothing to download right now β sleeping...")
|
| 131 |
+
time.sleep(60)
|
| 132 |
+
continue
|
| 133 |
+
|
| 134 |
+
# Download it
|
| 135 |
+
url = base_url + to_download
|
| 136 |
+
raw_name = to_download.replace("/", "__") + ".parquet"
|
| 137 |
+
raw_path = Path(RAW_DIR) / raw_name
|
| 138 |
+
|
| 139 |
+
print(f" Downloading: {to_download}")
|
| 140 |
+
try:
|
| 141 |
+
resp = requests.get(
|
| 142 |
+
url,
|
| 143 |
+
headers={"Authorization": f"Bearer {HF_TOKEN}"},
|
| 144 |
+
timeout=300,
|
| 145 |
+
stream=True,
|
| 146 |
+
)
|
| 147 |
+
resp.raise_for_status()
|
| 148 |
+
with open(raw_path, "wb") as f:
|
| 149 |
+
for chunk in resp.iter_content(chunk_size=8 * 1024 * 1024):
|
| 150 |
+
f.write(chunk)
|
| 151 |
+
print(f" β Downloaded: {raw_name}")
|
| 152 |
+
except Exception as e:
|
| 153 |
+
print(f" β Download failed: {e}")
|
| 154 |
+
time.sleep(30)
|
| 155 |
+
continue
|
| 156 |
+
|
| 157 |
+
time.sleep(5)
|
| 158 |
+
|
| 159 |
+
# ββ Monitor loop β prints progress βββββββββββββββββββββββββββββββββββββββββββ
|
| 160 |
+
def monitor_loop(state):
|
| 161 |
+
while True:
|
| 162 |
+
time.sleep(120)
|
| 163 |
+
if os.path.exists(STATE_FILE):
|
| 164 |
+
with open(STATE_FILE) as f:
|
| 165 |
+
s = json.load(f)["shards"]
|
| 166 |
+
done = sum(1 for v in s.values() if v["status"] == "done")
|
| 167 |
+
claimed = sum(1 for v in s.values() if v["status"] == "claimed")
|
| 168 |
+
pending = sum(1 for v in s.values() if v["status"] == "pending")
|
| 169 |
+
total = len(s)
|
| 170 |
+
pct = (done / total * 100) if total else 0
|
| 171 |
+
print(f"[MONITOR] {done}/{total} done ({pct:.1f}%) | {claimed} active | {pending} pending")
|
| 172 |
+
|
| 173 |
+
# ββ Entry point βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 174 |
+
if __name__ == "__main__":
|
| 175 |
+
threading.Thread(target=serve, daemon=True).start()
|
| 176 |
+
|
| 177 |
+
state = load_state()
|
| 178 |
+
discover_shards(state)
|
| 179 |
+
|
| 180 |
+
threading.Thread(target=monitor_loop, args=(state,), daemon=True).start()
|
| 181 |
+
threading.Thread(target=download_loop, args=(state,), daemon=True).start()
|
| 182 |
+
|
| 183 |
+
while True:
|
| 184 |
+
time.sleep(60)
|