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update twelvelabs-nvidia-vss repo name
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@@ -144,7 +144,7 @@ ANOMALY_THRESHOLD=0.15
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**4.** Clone the NVIDIA VSS framework (with Twelve Labs integration) for reference.
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```bash
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git clone https://github.com/qdrant/qdrant-twelvelabs-nvidia-vss
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git clone https://github.com/qdrant/twelvelabs-nvidia-vss
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```
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**5.** Start the full stack with Docker Compose.
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@@ -381,7 +381,7 @@ The true value is in **modularity**. Our architecture uses the Twelve Labs integ
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### Video Chunking for VSS
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The first step in the VSS pipeline is chunking. Following the pattern from the [Twelve Labs x NVIDIA VSS manufacturing sample](https://github.com/qdrant/qdrant-twelvelabs-nvidia-vss), we split videos using FFmpeg's segment muxer:
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The first step in the VSS pipeline is chunking. Following the pattern from the [Twelve Labs x NVIDIA VSS manufacturing sample](https://github.com/qdrant/twelvelabs-nvidia-vss), we split videos using FFmpeg's segment muxer:
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`/backend/vss.py`
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@@ -424,7 +424,7 @@ def chunk_video(
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return sorted(output_dir.glob(f"{input_path.stem}_chunk_*.mp4"))
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```
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**Why chunk at all?** The same cost issue from the [manufacturing sample](https://github.com/qdrant/qdrant-twelvelabs-nvidia-vss) applies here. Processing 24 hours of raw video is expensive. Our edge tier already filters ~85% of footage, and chunking the remaining escalated clips further optimizes the cloud pipeline. Only chunks of interest flow through the full VSS stack.
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**Why chunk at all?** The same cost issue from the [manufacturing sample](https://github.com/qdrant/twelvelabs-nvidia-vss) applies here. Processing 24 hours of raw video is expensive. Our edge tier already filters ~85% of footage, and chunking the remaining escalated clips further optimizes the cloud pipeline. Only chunks of interest flow through the full VSS stack.
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### Async Upload to VSS
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@@ -535,7 +535,7 @@ In **[Part III | Scoring, Governance, and Deployment](/documentation/tutorials-b
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Additional Resources:
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- **Project Repository**: [qdrant/video-anomaly-edge](https://github.com/qdrant/video-anomaly-edge)
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- **NVIDIA VSS Twelve Labs Integration**: [qdrant/qdrant-twelvelabs-nvidia-vss](https://github.com/qdrant/qdrant-twelvelabs-nvidia-vss)
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- **NVIDIA VSS Twelve Labs Integration**: [qdrant/twelvelabs-nvidia-vss](https://github.com/qdrant/twelvelabs-nvidia-vss)
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- **Twelve Labs Documentation**: [docs.twelvelabs.io](https://docs.twelvelabs.io/)
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- **Qdrant Documentation**: [qdrant.tech/documentation](https://qdrant.tech/documentation/)
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- **Vultr Cloud GPUs**: [vultr.com/products/cloud-gpu](https://www.vultr.com/products/cloud-gpu/)
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