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File size: 2,252 Bytes
29fd274 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 | import os
import sys
from pathlib import Path
backend_dir = Path(__file__).resolve().parent.parent
sys.path.insert(0, str(backend_dir))
from dotenv import load_dotenv
load_dotenv(backend_dir / ".env")
from app.config import get_settings
from qdrant_client import QdrantClient
def main():
settings = get_settings()
url = settings.qdrant_url
key = settings.qdrant_api_key
collection = settings.qdrant_collection
print("=" * 65)
print("MatchLens Qdrant Cloud Inspection Tool")
print("=" * 65)
print(f"Target URL: {url}")
print(f"Collection Name: {collection}")
if not url or not key:
print("ERROR: QDRANT_URL or QDRANT_API_KEY is not set in backend/.env")
return
client = QdrantClient(url=url, api_key=key, timeout=15)
# 1. Cluster collections
colls = client.get_collections()
collection_names = [c.name for c in colls.collections]
print(f"Available Collections in Cluster: {collection_names}")
if collection not in collection_names:
print(f"WARNING: Collection '{collection}' does not exist on cluster!")
return
# 2. Collection statistics
info = client.get_collection(collection)
print("-" * 65)
print(f"Collection Status: {info.status}")
print(f"Total Points: {info.points_count}")
print(f"Vector Dimensions: {info.config.params.vectors.size}")
print(f"Distance Metric: {info.config.params.vectors.distance}")
print("-" * 65)
# 3. Scroll and display all ingested document payloads
points, _ = client.scroll(
collection_name=collection,
limit=20,
with_payload=True,
with_vectors=False,
)
print(f"Stored Documents & Embeddings ({len(points)} points retrieved):\n")
for idx, pt in enumerate(points, 1):
payload = pt.payload or {}
print(f"[{idx}] Point ID: {pt.id}")
print(f" Title: {payload.get('title')}")
print(f" Source: {payload.get('source_url')}")
content = payload.get('content', '')
print(f" Preview: {content[:130].strip()}...")
print()
print("=" * 65)
print("All points are verified and indexed in Qdrant Cloud.")
if __name__ == "__main__":
main()
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