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"""Fast RAG rebuild — run all ingestion sources + build FAISS indexes.
Single-pass, single client, proper error logging."""
import asyncio
import csv
import hashlib
import json
import logging
import os
import sys
import httpx
sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger("rag_rebuild")
DATA_DIR = os.path.join(os.path.dirname(__file__), "..", "data")
RAG_API = "http://localhost:8000/api/v1/rag/ingest"
SCAM_KEYWORDS = [
"phish",
"hack",
"exploit",
"scam",
"drain",
"attack",
"heist",
"malicious",
"fraud",
"rug",
"compromis",
"fake",
]
def doc_id(collection, key):
return hashlib.sha256(f"{collection}:{key.lower()}".encode()).hexdigest()[:16]
async def run():
total_ingested = 0
async with httpx.AsyncClient(timeout=30, limits=httpx.Limits(max_connections=20)) as client:
# ── 1. Etherscan Phish/Hack ──
csv_path = os.path.join(DATA_DIR, "etherscan_phish_hack.csv")
if os.path.exists(csv_path):
with open(csv_path, newline="", encoding="utf-8") as f:
rows = list(csv.DictReader(f))
logger.info(f"1. Etherscan phish/hack: {len(rows)} addresses")
ok = err = 0
for i, row in enumerate(rows):
addr = row.get("address", "").strip()
if not addr:
continue
payload = {
"collection": "known_scams",
"content": f"Etherscan {row.get('label_type', 'scam')} label: {addr} on {row.get('chain', 'Ethereum')}. Tag: {row.get('name_tag', '')}. Balance: {row.get('balance', '0')}. Txns: {row.get('txn_count', '0')}.",
"metadata": {
"address": addr.lower(),
"label_type": row.get("label_type", "scam"),
"name_tag": row.get("name_tag", ""),
"chain": (row.get("chain", "Ethereum") or "Ethereum").lower(),
"source": "etherscan_phish_hack",
"severity": "critical",
},
}
try:
resp = await client.post(RAG_API, json=payload)
if resp.status_code == 200:
ok += 1
else:
err += 1
if err <= 3:
logger.warning(f" Ingest error {resp.status_code}: {resp.text[:200]}")
except Exception as e:
err += 1
if err <= 3:
logger.warning(f" Connection error: {e}")
if (i + 1) % 25 == 0:
logger.info(f" Phish/hack: {i + 1}/{len(rows)} | ok={ok} err={err}")
await asyncio.sleep(0.1)
total_ingested += ok
logger.info(f" Done: {ok} ingested, {err} errors")
# ── 2. Etherscan Combined Labels ──
csv_path = os.path.join(DATA_DIR, "etherscan_combined_labels.csv")
if os.path.exists(csv_path):
with open(csv_path, newline="", encoding="utf-8") as f:
rows = list(csv.DictReader(f))
scam_rows = [r for r in rows if any(kw in (r.get("label", "") or "").lower() for kw in SCAM_KEYWORDS)]
wallet_rows = [r for r in rows if not any(kw in (r.get("label", "") or "").lower() for kw in SCAM_KEYWORDS)]
logger.info(f"2. Etherscan combined: {len(rows)} total → {len(scam_rows)} scam, {len(wallet_rows)} wallets")
ok_scam = ok_wallet = err = 0
# Scam addresses first
for i, row in enumerate(scam_rows):
addr = row.get("address", "").strip()
if not addr:
continue
payload = {
"collection": "known_scams",
"content": f"Etherscan scam label: {addr} on {row.get('chain', 'Ethereum')}. Label: {row.get('label', '')}. Category: {row.get('category', '')}.",
"metadata": {
"address": addr.lower(),
"label": row.get("label", ""),
"category": row.get("category", ""),
"chain": (row.get("chain", "Ethereum") or "Ethereum").lower(),
"source": "etherscan_combined",
"severity": "high",
},
}
try:
resp = await client.post(RAG_API, json=payload)
if resp.status_code == 200:
ok_scam += 1
else:
err += 1
except:
err += 1
if (i + 1) % 100 == 0:
logger.info(f" Scam: {i + 1}/{len(scam_rows)} | ok={ok_scam}")
await asyncio.sleep(0.1)
# Wallet profiles (batch for speed, skip if 0 scam found — data issue)
batch_size = 50
for i in range(0, min(len(wallet_rows), 5000), batch_size):
batch = wallet_rows[i : i + batch_size]
content_parts = []
for row in batch:
content_parts.append(
f"{row.get('address', '')}: {row.get('label', '')} on {row.get('chain', 'Ethereum')}"
)
payload = {
"collection": "wallet_profiles",
"content": "Etherscan wallet labels batch: " + " | ".join(content_parts),
"metadata": {
"source": "etherscan_combined",
"chain": "multi",
"count": len(batch),
"label_type": "wallet_profile",
},
}
try:
resp = await client.post(RAG_API, json=payload)
if resp.status_code == 200:
ok_wallet += len(batch)
except:
pass
if (i // batch_size + 1) % 20 == 0:
logger.info(f" Wallets: {i + len(batch)}/{min(len(wallet_rows), 5000)} | ok={ok_wallet}")
await asyncio.sleep(0.1)
total_ingested += ok_scam + ok_wallet
logger.info(f" Done: {ok_scam} scams, {ok_wallet} wallets ingested")
# ── 3. Solana Token Registry ──
try:
resp = await client.get(
"https://raw.githubusercontent.com/solana-labs/token-list/main/src/tokens/solana.tokenlist.json"
)
data = resp.json()
flagged = [
t
for t in data.get("tokens", [])
if any(kw in str(t.get("tags", [])).lower() for kw in ["scam", "spam", "fake"])
]
logger.info(f"3. Solana tokens: {len(flagged)} flagged as scam/spam")
ok = 0
for i, token in enumerate(flagged):
payload = {
"collection": "known_scams",
"content": f"Solana scam token: {token.get('name', '')} ({token.get('symbol', '')}) at {token.get('address', '')}. Tags: {token.get('tags', [])}.",
"metadata": {
"address": token.get("address", ""),
"name": token.get("name", ""),
"symbol": token.get("symbol", ""),
"chain": "solana",
"source": "solana_token_registry",
"tags": token.get("tags", []),
"severity": "high",
},
}
try:
resp = await client.post(RAG_API, json=payload)
if resp.status_code == 200:
ok += 1
except:
pass
await asyncio.sleep(0.15)
total_ingested += ok
logger.info(f" Done: {ok} ingested")
except Exception as e:
logger.warning(f" Solana token fetch failed: {e}")
# ── 4. Rekt Hacks ──
rekt_path = os.path.join(DATA_DIR, "rekt_hacks.json")
if os.path.exists(rekt_path):
with open(rekt_path) as f:
hacks = json.load(f)
logger.info(f"4. Rekt hacks: {len(hacks)} incidents")
ok = 0
for i, hack in enumerate(hacks):
payload = {
"collection": "forensic_reports",
"content": f"DeFi hack: {hack.get('name', '')} — {hack.get('description', '')}. Attackers: {hack.get('attackers', [])}. Exploited: {hack.get('exploited', [])}. Amount: {hack.get('amount_lost', '')}.",
"metadata": {
"source": "rekt_database",
"name": hack.get("name", ""),
"attackers": hack.get("attackers", []),
"exploited": hack.get("exploited", []),
"severity": "critical",
"chain": "multi",
},
}
try:
resp = await client.post(RAG_API, json=payload)
if resp.status_code == 200:
ok += 1
except:
pass
await asyncio.sleep(0.1)
total_ingested += ok
logger.info(f" Done: {ok} ingested")
else:
logger.warning("4. Rekt hacks: file not found, skipping")
logger.info(f"\n=== TOTAL INGESTED: {total_ingested} ===")
# ── 5. Build FAISS indexes ──
logger.info("\n5. Building FAISS indexes...")
async with httpx.AsyncClient(timeout=120) as client:
try:
resp = await client.post("http://localhost:8000/api/v1/rag/build-index", json={})
logger.info(f" Build index response: {resp.status_code} — {resp.text[:300]}")
# Verify
resp2 = await client.get("http://localhost:8000/api/v1/rag/stats")
stats = resp2.json()
logger.info(
f" RAG stats: {stats.get('total_docs', 0)} total docs across {len(stats.get('collections', {}))} collections"
)
for name, count in stats.get("collections", {}).items():
logger.info(f" {name}: {count} docs")
except Exception as e:
logger.error(f" FAISS build error: {e}")
asyncio.run(run())
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