deepstream-sop - DeepStream SOP compliance inference service
Detects ordered, missing, or misordered SOP steps in industrial video using GEBD segmentation and VLM classification.
Tags
Updated: 2026-10-06Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Process industrial video
- Detect event boundaries
- Segment video into chunks
- Classify actions with VLM
- Validate SOP sequences
- Stream inference results
- Publish Kafka messages
- Measure inference latency
Inputs
- Video files
- RTSP streams
- Basler camera feeds
- Request configuration
- GEBD model repository
- VLM model path
- SOP step definitions
Outputs
- SSE inference stream
- Non-streaming inference response
- Kafka JSON messages
- Kafka NvProto messages
- Prometheus metrics
- Optional RTSP output
Requirements
- NVIDIA GPU
- Docker
- DeepStream
- Triton Inference Server
- FastAPI runtime
- vLLM-compatible VLM
- Kafka service
- Basler Pylon SDK for cameras