Update app.py
Browse files
app.py
CHANGED
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@@ -19,8 +19,7 @@ OUT_DIR = "/data/tokenized"
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TOK_PATH = "/data/tokenizer.json"
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WORKER_ID = socket.gethostname()
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POLL_INTERVAL = 15
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os.makedirs(OUT_DIR, exist_ok=True)
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# ββ Keep-alive ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def serve():
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@@ -45,19 +44,6 @@ def save_state(state):
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json.dump(state, f, indent=2)
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os.replace(tmp, STATE_FILE)
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# ββ Claim a pending shard βββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def claim_shard(state):
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for name, info in state["shards"].items():
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if info["status"] == "pending":
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raw_path = Path(RAW_DIR) / name
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if raw_path.exists():
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info["status"] = "claimed"
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info["worker"] = WORKER_ID
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info["claimed_at"] = time.time()
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save_state(state)
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return name, raw_path
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return None, None
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-
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# ββ Tokenizer subprocess ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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_worker_tokenizer = None
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@@ -108,11 +94,11 @@ def process_shard(name, raw_path, pool):
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tmp_path.unlink(missing_ok=True)
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return False, f"write_failed: {e}"
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tmp_path.rename(out_path)
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print(f" β [{WORKER_ID}] {out_name} | {total_tokens:,} tokens")
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return True, None
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# ββ
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def flush_memory():
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gc.collect()
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try:
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@@ -120,80 +106,162 @@ def flush_memory():
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except Exception:
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pass
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# ββ
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def
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print(f"β [{WORKER_ID}] Tokenizer ready | vocab: {tok.get_vocab_size():,}")
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del tok
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flush_memory()
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time.sleep(POLL_INTERVAL)
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continue
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continue
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done = sum(1 for v in state["shards"].values() if v["status"] == "done")
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if total > 0 and done == total:
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print(f" [{WORKER_ID}] All done. Sleeping.")
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time.sleep(300)
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continue
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continue
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try:
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state["shards"][name]["claimed_at"] = None
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state["shards"][name]["error"] = error
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save_state(state)
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print(f" [{WORKER_ID}] Failed ({error}) β left on disk for retry: {name}")
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flush_memory()
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time.sleep(5)
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finally:
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pool.terminate()
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pool.join()
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# ββ Entry point βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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if __name__ == "__main__":
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threading.Thread(target=serve, daemon=True).start()
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threading.Thread(target=
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TOK_PATH = "/data/tokenizer.json"
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WORKER_ID = socket.gethostname()
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POLL_INTERVAL = 15
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SCAN_INTERVAL = 600
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# ββ Keep-alive ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def serve():
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json.dump(state, f, indent=2)
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os.replace(tmp, STATE_FILE)
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# ββ Tokenizer subprocess ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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_worker_tokenizer = None
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tmp_path.unlink(missing_ok=True)
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return False, f"write_failed: {e}"
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tmp_path.rename(out_path)
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print(f" β [{WORKER_ID}] {out_name} | {total_tokens:,} tokens")
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return True, None
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# ββ Flush memory ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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def flush_memory():
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gc.collect()
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try:
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except Exception:
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pass
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# ββ Mop-up thread β just fixes state, worker_loop does the tokenizing βββββββββ
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def mopup_thread():
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while True:
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time.sleep(SCAN_INTERVAL)
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if not os.path.exists(STATE_FILE):
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continue
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try:
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state = load_state()
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except Exception:
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continue
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changed = False
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for name, info in state["shards"].items():
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status = info["status"]
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raw_path = Path(RAW_DIR) / name
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out_path = Path(OUT_DIR) / name.replace(".parquet", ".bin")
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if status == "done":
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continue
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# already tokenized but not marked done
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if out_path.exists():
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print(f" [MOPUP] Already tokenized, marking done: {name}")
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info["status"] = "done"
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info["error"] = None
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changed = True
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continue
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# reset failed/claimed back to pending if raw is on disk
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if status in ("failed", "claimed") and raw_path.exists():
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print(f" [MOPUP] Resetting {status} β pending: {name}")
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info["status"] = "pending"
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info["worker"] = None
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info["claimed_at"] = None
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info["error"] = None
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info["retries"] = 0
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changed = True
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# re-queue if failed and raw is gone
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if status == "failed" and not raw_path.exists():
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hf_path = info.get("hf_path")
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queue = state.get("queue", [])
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if hf_path and hf_path not in queue:
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print(f" [MOPUP] Re-queuing for download: {name}")
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queue.append(hf_path)
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state["queue"] = queue
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info["status"] = "pending"
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info["worker"] = None
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info["claimed_at"] = None
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info["error"] = None
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info["retries"] = 0
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changed = True
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# clean orphaned tmps
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for tmp_file in list(Path(OUT_DIR).glob("*.tmp")) + list(Path(RAW_DIR).glob("*.tmp")):
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print(f" [MOPUP] Removing orphaned tmp: {tmp_file.name}")
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tmp_file.unlink(missing_ok=True)
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if changed:
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save_state(state)
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print(f" [MOPUP] State updated β worker_loop will pick up resets")
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else:
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print(f" [MOPUP] Nothing to fix")
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# ββ Worker loop β continuous, same as regular tokenizer ββββββββββββββββββββββ
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def worker_loop(pool):
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while True:
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if not os.path.exists(STATE_FILE):
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print(f" [{WORKER_ID}] Waiting for state.json...")
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time.sleep(POLL_INTERVAL)
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continue
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try:
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state = load_state()
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except Exception as e:
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print(f" [{WORKER_ID}] State read error: {e}")
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time.sleep(POLL_INTERVAL)
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continue
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total = len(state["shards"]) + len(state.get("queue", []))
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done = sum(1 for v in state["shards"].values() if v["status"] == "done")
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if total > 0 and done == total:
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print(f" [{WORKER_ID}] All done. Sleeping.")
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time.sleep(300)
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continue
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# claim a pending shard
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claimed_name = None
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claimed_path = None
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for name, info in state["shards"].items():
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if info["status"] == "pending":
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raw_path = Path(RAW_DIR) / name
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if raw_path.exists():
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info["status"] = "claimed"
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info["worker"] = WORKER_ID
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info["claimed_at"] = time.time()
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save_state(state)
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claimed_name = name
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claimed_path = raw_path
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break
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if not claimed_name:
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print(f" [{WORKER_ID}] Nothing ready β polling in {POLL_INTERVAL}s")
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time.sleep(POLL_INTERVAL)
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continue
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print(f" [{WORKER_ID}] Claimed: {claimed_name}")
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success, error = process_shard(claimed_name, claimed_path, pool)
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try:
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state = load_state()
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except Exception:
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pass
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if success:
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state["shards"][claimed_name]["status"] = "done"
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state["shards"][claimed_name]["error"] = None
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save_state(state)
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try:
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claimed_path.unlink()
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print(f" [{WORKER_ID}] Deleted: {claimed_path.name}")
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except Exception as e:
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print(f" [{WORKER_ID}] Delete failed: {e}")
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else:
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retries = state["shards"][claimed_name].get("retries", 0) + 1
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state["shards"][claimed_name]["retries"] = retries
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state["shards"][claimed_name]["error"] = error
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state["shards"][claimed_name]["worker"] = None
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state["shards"][claimed_name]["claimed_at"] = None
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state["shards"][claimed_name]["status"] = "failed" if retries >= 3 else "pending"
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save_state(state)
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print(f" [{WORKER_ID}] Failed ({error}) retry {retries}/3: {claimed_name}")
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flush_memory()
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time.sleep(5)
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# ββ Entry point βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
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if __name__ == "__main__":
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os.makedirs(OUT_DIR, exist_ok=True)
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print(f"β [{WORKER_ID}] Loading tokenizer...")
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tok = Tokenizer.from_file(TOK_PATH)
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print(f"β [{WORKER_ID}] Tokenizer ready | vocab: {tok.get_vocab_size():,}")
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del tok
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flush_memory()
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pool = mp.Pool(processes=2, initializer=init_worker, initargs=(TOK_PATH,))
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print(f"β [{WORKER_ID}] Worker pool ready")
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threading.Thread(target=serve, daemon=True).start()
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threading.Thread(target=mopup_thread, daemon=True).start()
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try:
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worker_loop(pool)
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finally:
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pool.terminate()
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pool.join()
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