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Dockerfile

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+FROM qdrant/qdrant:latest
+
+# Storage backup'ı container'a kopyala
+COPY qdrant-storage.tar.gz /tmp/
+
+# Storage'ı restore et (extract)
+RUN tar xzf /tmp/qdrant-storage.tar.gz -C / && \
+    rm /tmp/qdrant-storage.tar.gz && \
+    chmod -R 755 /qdrant/storage
+
+# HuggingFace Spaces default port: 7860
+ENV QDRANT__SERVICE__HTTP_PORT=7860
+ENV QDRANT__SERVICE__GRPC_PORT=6334
+ENV QDRANT__LOG_LEVEL=INFO
+
+# Health check
+HEALTHCHECK --interval=30s --timeout=10s --start-period=40s --retries=3 \
+  CMD curl -f http://localhost:7860/health || exit 1
+
+# Expose HuggingFace port
+EXPOSE 7860 6334
+
+# Persistent storage
+VOLUME ["/qdrant/storage"]
+
+# Start Qdrant
+CMD ["./qdrant"]

README.md

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----
-title: Pentagent Qdrant
-emoji: 🌖
-colorFrom: gray
-colorTo: pink
-sdk: docker
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+---
+title: Pentagent Qdrant CVE Database
+emoji: 🔍
+colorFrom: purple
+colorTo: blue
+sdk: docker
+pinned: false
+app_port: 7860
+---
+
+# 🔍 Pentagent CVE RAG - Qdrant Vector Database
+
+This HuggingFace Space hosts the Qdrant vector database for Pentagent security testing platform.
+
+## 📊 Features
+
+- **95,000+ CVE vectors** from NVD (2022-2024)
+- **Hybrid search** (Dense 70% + Sparse 30%)
+- **BGE-M3 embeddings** (1024 dimensions)
+- **Open source** (Apache 2.0 License)
+
+## 🔌 API Endpoints
+
+**Base URL:** `https://YOUR_USERNAME-pentagent-qdrant.hf.space`
+
+- `GET /health` - Health check
+- `GET /collections` - List collections
+- `POST /collections/{collection}/points/search` - Vector search
+
+## 🚀 Usage
+
+```python
+from qdrant_client import QdrantClient
+
+client = QdrantClient(
+    url="https://YOUR_USERNAME-pentagent-qdrant.hf.space",
+    timeout=30
+)
+
+# Search CVEs
+results = client.search(
+    collection_name="cve_collection_hybrid",
+    query_vector=...,
+    limit=10
+)
+```
+
+## 📝 License
+
+Apache 2.0 - Open Source & Licensable
+
+## 🔗 Related
+
+- [Pentagent Backend](https://github.com/YOUR_USERNAME/pentagent-backend)
+- [Qdrant Documentation](https://qdrant.tech/documentation/)
+

qdrant-storage.tar.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dbac38065eef659222aa62d1152e9f594101ab365da08f5f2be529a3d7c2dd8f
+size 436950801